In [1]:
import pandas as pd
import numpy as np
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
import matplotlib.pyplot as plt
import seaborn as sns
import warnings
warnings.simplefilter("ignore")
Load the data¶¶
In [2]:
df = pd.read_csv("C:\\Users\\Sofiya sultana\\Downloads\\cancer_data_denmark.csv")
df.head()
Out[2]:
| Patient_ID | Age | Gender | Region | Cancer_Type | Stage | Diagnosis_Date | Treatment_Type | Treatment_Start_Date | Treatment_End_Date | ... | Smoking_Status | Alcohol_Consumption | BMI | Comorbidities | Family_History | Survival_Months | Relapse | Occupation | Income_Level | Followup_Date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 69 | Male | Hovedstaden | Leukemia | III | 2015-06-26 | Radiation | 2015-11-19 | 2020-04-24 | ... | Current | NaN | 19.4 | Multiple | Yes | 83 | No | Office Worker | Low | 2022-12-13 |
| 1 | 2 | 41 | Male | Sjælland | Lung | I | 2016-03-05 | Hormone Therapy | 2022-07-01 | 2023-12-16 | ... | Never | Moderate | 26.6 | Multiple | No | 108 | Yes | Healthcare | High | 2024-08-15 |
| 2 | 3 | 47 | Female | Syddanmark | Prostate | II | 2017-09-17 | Radiation | 2022-05-09 | 2023-06-10 | ... | Never | Moderate | 26.2 | NaN | No | 108 | No | Retired | Medium | 2024-06-16 |
| 3 | 4 | 66 | Male | Midtjylland | Skin | I | 2018-03-07 | Immunotherapy | 2019-02-19 | 2020-06-03 | ... | Current | Heavy | 15.4 | Hypertension | Yes | 108 | Yes | Office Worker | High | 2024-04-27 |
| 4 | 5 | 72 | Male | Syddanmark | Breast | II | 2019-11-09 | Chemotherapy | 2019-11-17 | 2023-03-16 | ... | Former | Heavy | 19.2 | Hypertension | Yes | 39 | No | Manual Labor | Low | 2023-05-22 |
5 rows × 25 columns
In [3]:
df.shape
Out[3]:
(3000, 25)
CODE FOR ALL THE 10 DIFFERENT SEEDS WITH PERCENTAGE¶
In [12]:
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
import pandas as pd
import numpy as np
df = pd.read_csv("C:\\Users\\Sofiya sultana\\Downloads\\cancer_data_denmark.csv")
data = np.random.rand(3000, 10)
df = pd.DataFrame(data, columns=[f'feature_{i}' for i in range(10)])
df['cancer_type'] = np.random.randint(0, 6, 3000) # Generating 6 types of cancer (0-5)
# --- Define Features and Target ---
# IMPORTANT: Adjust these features to match your actual Cancer Data Denmark columns
features = [f'feature_{i}' for i in range(10)]
target = 'cancer_type' # Explicitly named as 'cancer_type'
# Scale features
X_scaled = StandardScaler().fit_transform(df[features])
# Generate seed sets dynamically
# Creates 10 seed sets, each with 6 unique indices spread across the data
num_rows = X_scaled.shape[0]
seed_sets = []
for _ in range(10): # Using '_' as loop variable since 'i' is used later
# Generates 6 random unique indices within the data range
seeds = np.random.choice(num_rows, 6, replace=False).tolist()
seed_sets.append(seeds)
# --- Perform KMeans for each seed set ---
for i, seeds in enumerate(seed_sets, 1):
kmeans = KMeans(n_clusters=6, init=X_scaled[seeds], n_init=1)
kmeans.fit(X_scaled)
df_temp = df.copy()
df_temp['Cluster'] = kmeans.labels_ # Assigning cluster labels
# Create and print combined cross-tabulation
# Renaming the index and columns for clearer output
counts = pd.crosstab(df_temp[target], df_temp['Cluster'], margins=True, margins_name='Total')
percents = counts.div(counts.loc['Total'], axis=1).mul(100).round(1)
combined = counts.astype(str) + ' (' + percents.astype(str) + '%)'
# Adjusting the display for the output
combined.index.name = "Type of Cancer" # Renaming the index
combined.columns.name = "Cluster Labels" # Renaming the column header for clusters
print(f"\n{'='*80}\nSeed Set {i} {seeds} Distribution:")
print("Type of Cancer vs. 6 Clusters (Count and Percentage):")
print(combined.to_string())
# Optionally, print just the counts for easier readability if preferred
# print("\nRaw Counts:")
# print(counts.to_string())
================================================================================ Seed Set 1 [2617, 101, 130, 1598, 1009, 1896] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 91 (17.8%) 68 (13.5%) 81 (15.6%) 89 (16.8%) 83 (17.3%) 71 (15.5%) 483 (16.1%) 1 82 (16.0%) 101 (20.1%) 100 (19.3%) 105 (19.8%) 81 (16.9%) 80 (17.5%) 549 (18.3%) 2 88 (17.2%) 102 (20.3%) 94 (18.1%) 97 (18.3%) 93 (19.4%) 71 (15.5%) 545 (18.2%) 3 83 (16.2%) 80 (15.9%) 74 (14.3%) 83 (15.6%) 77 (16.1%) 72 (15.8%) 469 (15.6%) 4 85 (16.6%) 69 (13.7%) 86 (16.6%) 89 (16.8%) 70 (14.6%) 79 (17.3%) 478 (15.9%) 5 83 (16.2%) 83 (16.5%) 83 (16.0%) 68 (12.8%) 75 (15.7%) 84 (18.4%) 476 (15.9%) Total 512 (100.0%) 503 (100.0%) 518 (100.0%) 531 (100.0%) 479 (100.0%) 457 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 2 [1638, 2066, 2282, 1552, 357, 615] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 90 (19.0%) 89 (17.3%) 66 (14.2%) 73 (14.2%) 88 (16.3%) 77 (15.6%) 483 (16.1%) 1 77 (16.2%) 93 (18.1%) 85 (18.3%) 97 (18.8%) 94 (17.4%) 103 (20.9%) 549 (18.3%) 2 87 (18.4%) 84 (16.3%) 94 (20.3%) 101 (19.6%) 90 (16.7%) 89 (18.1%) 545 (18.2%) 3 84 (17.7%) 77 (15.0%) 66 (14.2%) 76 (14.8%) 86 (16.0%) 80 (16.2%) 469 (15.6%) 4 65 (13.7%) 95 (18.4%) 77 (16.6%) 77 (15.0%) 92 (17.1%) 72 (14.6%) 478 (15.9%) 5 71 (15.0%) 77 (15.0%) 76 (16.4%) 91 (17.7%) 89 (16.5%) 72 (14.6%) 476 (15.9%) Total 474 (100.0%) 515 (100.0%) 464 (100.0%) 515 (100.0%) 539 (100.0%) 493 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 3 [2103, 307, 649, 868, 2919, 1598] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 71 (13.8%) 68 (15.3%) 83 (17.0%) 92 (18.2%) 79 (15.3%) 90 (16.9%) 483 (16.1%) 1 99 (19.2%) 74 (16.6%) 91 (18.6%) 90 (17.8%) 94 (18.2%) 101 (19.0%) 549 (18.3%) 2 95 (18.4%) 80 (18.0%) 80 (16.4%) 92 (18.2%) 96 (18.6%) 102 (19.2%) 545 (18.2%) 3 85 (16.5%) 89 (20.0%) 84 (17.2%) 70 (13.9%) 81 (15.7%) 60 (11.3%) 469 (15.6%) 4 89 (17.3%) 62 (13.9%) 78 (16.0%) 79 (15.6%) 81 (15.7%) 89 (16.8%) 478 (15.9%) 5 76 (14.8%) 72 (16.2%) 72 (14.8%) 82 (16.2%) 85 (16.5%) 89 (16.8%) 476 (15.9%) Total 515 (100.0%) 445 (100.0%) 488 (100.0%) 505 (100.0%) 516 (100.0%) 531 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 4 [544, 1087, 1175, 486, 1172, 1366] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 62 (13.3%) 82 (15.2%) 89 (18.4%) 83 (16.4%) 87 (19.4%) 80 (14.4%) 483 (16.1%) 1 90 (19.3%) 111 (20.6%) 79 (16.4%) 89 (17.6%) 69 (15.4%) 111 (19.9%) 549 (18.3%) 2 91 (19.5%) 88 (16.3%) 80 (16.6%) 91 (18.0%) 83 (18.5%) 112 (20.1%) 545 (18.2%) 3 79 (17.0%) 94 (17.4%) 77 (15.9%) 69 (13.7%) 68 (15.1%) 82 (14.7%) 469 (15.6%) 4 74 (15.9%) 87 (16.1%) 82 (17.0%) 83 (16.4%) 62 (13.8%) 90 (16.2%) 478 (15.9%) 5 70 (15.0%) 78 (14.4%) 76 (15.7%) 90 (17.8%) 80 (17.8%) 82 (14.7%) 476 (15.9%) Total 466 (100.0%) 540 (100.0%) 483 (100.0%) 505 (100.0%) 449 (100.0%) 557 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 5 [2565, 1058, 2302, 2706, 1595, 2672] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 79 (16.3%) 78 (15.9%) 81 (15.4%) 85 (17.1%) 89 (18.0%) 71 (14.1%) 483 (16.1%) 1 75 (15.4%) 96 (19.5%) 101 (19.2%) 86 (17.3%) 89 (18.0%) 102 (20.2%) 549 (18.3%) 2 81 (16.7%) 94 (19.1%) 101 (19.2%) 96 (19.3%) 96 (19.4%) 77 (15.3%) 545 (18.2%) 3 74 (15.2%) 75 (15.2%) 74 (14.1%) 78 (15.7%) 82 (16.6%) 86 (17.1%) 469 (15.6%) 4 102 (21.0%) 67 (13.6%) 90 (17.1%) 73 (14.7%) 62 (12.6%) 84 (16.7%) 478 (15.9%) 5 75 (15.4%) 82 (16.7%) 79 (15.0%) 80 (16.1%) 76 (15.4%) 84 (16.7%) 476 (15.9%) Total 486 (100.0%) 492 (100.0%) 526 (100.0%) 498 (100.0%) 494 (100.0%) 504 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 6 [2950, 2214, 2681, 2413, 2921, 1330] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 93 (18.9%) 86 (18.4%) 66 (12.9%) 73 (14.5%) 83 (16.7%) 82 (15.5%) 483 (16.1%) 1 88 (17.9%) 72 (15.4%) 107 (20.9%) 103 (20.5%) 85 (17.1%) 94 (17.7%) 549 (18.3%) 2 88 (17.9%) 86 (18.4%) 81 (15.8%) 95 (18.9%) 95 (19.1%) 100 (18.9%) 545 (18.2%) 3 73 (14.9%) 80 (17.1%) 89 (17.4%) 72 (14.3%) 74 (14.9%) 81 (15.3%) 469 (15.6%) 4 61 (12.4%) 78 (16.7%) 102 (19.9%) 75 (14.9%) 76 (15.3%) 86 (16.2%) 478 (15.9%) 5 88 (17.9%) 66 (14.1%) 67 (13.1%) 84 (16.7%) 84 (16.9%) 87 (16.4%) 476 (15.9%) Total 491 (100.0%) 468 (100.0%) 512 (100.0%) 502 (100.0%) 497 (100.0%) 530 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 7 [1109, 1898, 1240, 2245, 2908, 405] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 72 (14.3%) 72 (14.3%) 83 (17.1%) 78 (16.7%) 78 (15.2%) 100 (19.0%) 483 (16.1%) 1 94 (18.7%) 96 (19.0%) 89 (18.3%) 85 (18.2%) 97 (18.9%) 88 (16.7%) 549 (18.3%) 2 100 (19.9%) 93 (18.5%) 87 (17.9%) 71 (15.2%) 99 (19.3%) 95 (18.0%) 545 (18.2%) 3 81 (16.1%) 70 (13.9%) 74 (15.2%) 76 (16.2%) 77 (15.0%) 91 (17.3%) 469 (15.6%) 4 78 (15.5%) 82 (16.3%) 81 (16.7%) 83 (17.7%) 72 (14.0%) 82 (15.6%) 478 (15.9%) 5 77 (15.3%) 91 (18.1%) 72 (14.8%) 75 (16.0%) 90 (17.5%) 71 (13.5%) 476 (15.9%) Total 502 (100.0%) 504 (100.0%) 486 (100.0%) 468 (100.0%) 513 (100.0%) 527 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 8 [2306, 1765, 1003, 945, 2489, 1569] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 94 (16.1%) 90 (18.3%) 80 (15.8%) 68 (14.5%) 87 (18.2%) 64 (13.5%) 483 (16.1%) 1 118 (20.2%) 82 (16.6%) 81 (16.0%) 96 (20.5%) 76 (15.9%) 96 (20.3%) 549 (18.3%) 2 95 (16.3%) 87 (17.6%) 91 (18.0%) 91 (19.4%) 91 (19.1%) 90 (19.0%) 545 (18.2%) 3 94 (16.1%) 79 (16.0%) 81 (16.0%) 60 (12.8%) 75 (15.7%) 80 (16.9%) 469 (15.6%) 4 93 (16.0%) 76 (15.4%) 94 (18.6%) 76 (16.2%) 66 (13.8%) 73 (15.4%) 478 (15.9%) 5 89 (15.3%) 79 (16.0%) 78 (15.4%) 77 (16.5%) 82 (17.2%) 71 (15.0%) 476 (15.9%) Total 583 (100.0%) 493 (100.0%) 505 (100.0%) 468 (100.0%) 477 (100.0%) 474 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 9 [1351, 1985, 2507, 143, 1454, 543] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 80 (15.9%) 87 (16.1%) 79 (15.9%) 84 (16.9%) 68 (14.1%) 85 (17.5%) 483 (16.1%) 1 92 (18.3%) 95 (17.6%) 87 (17.5%) 105 (21.2%) 92 (19.1%) 78 (16.1%) 549 (18.3%) 2 92 (18.3%) 96 (17.8%) 91 (18.3%) 82 (16.5%) 96 (20.0%) 88 (18.1%) 545 (18.2%) 3 66 (13.1%) 86 (16.0%) 79 (15.9%) 82 (16.5%) 62 (12.9%) 94 (19.4%) 469 (15.6%) 4 90 (17.9%) 90 (16.7%) 77 (15.5%) 69 (13.9%) 79 (16.4%) 73 (15.1%) 478 (15.9%) 5 83 (16.5%) 85 (15.8%) 83 (16.7%) 74 (14.9%) 84 (17.5%) 67 (13.8%) 476 (15.9%) Total 503 (100.0%) 539 (100.0%) 496 (100.0%) 496 (100.0%) 481 (100.0%) 485 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 10 [2425, 472, 1070, 2721, 93, 2173] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer 0 84 (16.6%) 83 (17.4%) 72 (13.7%) 70 (14.3%) 87 (16.8%) 87 (17.8%) 483 (16.1%) 1 88 (17.4%) 89 (18.7%) 102 (19.5%) 98 (20.1%) 88 (17.0%) 84 (17.2%) 549 (18.3%) 2 83 (16.4%) 76 (16.0%) 101 (19.3%) 90 (18.4%) 101 (19.5%) 94 (19.3%) 545 (18.2%) 3 85 (16.8%) 77 (16.2%) 84 (16.0%) 65 (13.3%) 94 (18.1%) 64 (13.1%) 469 (15.6%) 4 95 (18.8%) 68 (14.3%) 81 (15.5%) 81 (16.6%) 71 (13.7%) 82 (16.8%) 478 (15.9%) 5 70 (13.9%) 83 (17.4%) 84 (16.0%) 84 (17.2%) 78 (15.0%) 77 (15.8%) 476 (15.9%) Total 505 (100.0%) 476 (100.0%) 524 (100.0%) 488 (100.0%) 519 (100.0%) 488 (100.0%) 3000 (100.0%)
In [14]:
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
import pandas as pd
import numpy as np
df = pd.read_csv("C:\\Users\\Sofiya sultana\\Downloads\\cancer_data_denmark.csv")
features = [
'Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined', 'Lymph_Nodes_Positive',
'BMI', 'Survival_Months'
]
# Ensure all features exist in the DataFrame before proceeding
for feature in features:
if feature not in df.columns:
print(f"Error: Feature '{feature}' not found in the dataset. Please check your feature list.")
# Fallback to a generic set if specified features are missing, or exit
features = [col for col in df.columns if df[col].dtype in ['int64', 'float64'] and col not in ['Patient_ID', 'Survival_Months', 'Relapse']]
if not features:
raise ValueError("No numerical features found for clustering after initial check. Adjust 'features' list.")
else:
print(f"Using fallback numerical features: {features}")
break
# The target is the 'Cancer_Type' column from your actual dataset
target = 'Cancer_Type'
# Handle potential missing values in features by filling with the mean
# This is a common preprocessing step for clustering
for feature in features:
if df[feature].isnull().any():
df[feature] = df[feature].fillna(df[feature].mean())
# Scale features
X_scaled = StandardScaler().fit_transform(df[features])
# Generate seed sets dynamically
# Creates 10 seed sets, each with 6 unique indices spread across the data
num_rows = X_scaled.shape[0]
seed_sets = []
for _ in range(10): # Using '_' as loop variable since 'i' is used later
# Generates 6 random unique indices within the data range
seeds = np.random.choice(num_rows, 6, replace=False).tolist()
seed_sets.append(seeds)
# --- Perform KMeans for each seed set ---
for i, seeds in enumerate(seed_sets, 1):
# n_init='auto' is recommended for KMeans in newer scikit-learn versions
# If using an older version, you might need to keep n_init=1 explicitly with `init`
kmeans = KMeans(n_clusters=6, init=X_scaled[seeds], n_init=1, random_state=42)
kmeans.fit(X_scaled)
df_temp = df.copy()
df_temp['Cluster'] = kmeans.labels_ # Assigning cluster labels
# Create and print combined cross-tabulation
# Renaming the index and columns for clearer output
# Now df_temp[target] will contain the actual cancer type names
counts = pd.crosstab(df_temp[target], df_temp['Cluster'], margins=True, margins_name='Total')
percents = counts.div(counts.loc['Total'], axis=1).mul(100).round(1)
combined = counts.astype(str) + ' (' + percents.astype(str) + '%)'
# Adjusting the display for the output
combined.index.name = "Type of Cancer" # Renaming the index
combined.columns.name = "Cluster Labels" # Renaming the column header for clusters
print(f"\n{'='*80}\nSeed Set {i} {seeds} Distribution:")
print("Type of Cancer vs. 6 Clusters (Count and Percentage):")
print(combined.to_string())
================================================================================ Seed Set 1 [2956, 834, 2985, 1436, 41, 1949] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 83 (19.4%) 84 (16.3%) 71 (15.1%) 115 (19.2%) 75 (16.2%) 79 (15.0%) 507 (16.9%) Colon 78 (18.2%) 89 (17.3%) 81 (17.3%) 96 (16.0%) 80 (17.3%) 82 (15.6%) 506 (16.9%) Leukemia 72 (16.8%) 100 (19.5%) 73 (15.6%) 90 (15.0%) 87 (18.8%) 88 (16.7%) 510 (17.0%) Lung 67 (15.7%) 82 (16.0%) 90 (19.2%) 117 (19.5%) 74 (16.0%) 84 (16.0%) 514 (17.1%) Prostate 64 (15.0%) 88 (17.1%) 66 (14.1%) 92 (15.3%) 85 (18.4%) 93 (17.7%) 488 (16.3%) Skin 64 (15.0%) 71 (13.8%) 88 (18.8%) 90 (15.0%) 62 (13.4%) 100 (19.0%) 475 (15.8%) Total 428 (100.0%) 514 (100.0%) 469 (100.0%) 600 (100.0%) 463 (100.0%) 526 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 2 [2786, 2391, 863, 11, 137, 2602] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 90 (17.2%) 92 (16.6%) 86 (18.6%) 83 (15.8%) 88 (17.5%) 68 (15.7%) 507 (16.9%) Colon 83 (15.9%) 100 (18.1%) 90 (19.5%) 80 (15.2%) 78 (15.5%) 75 (17.3%) 506 (16.9%) Leukemia 81 (15.5%) 90 (16.3%) 90 (19.5%) 83 (15.8%) 99 (19.6%) 67 (15.5%) 510 (17.0%) Lung 92 (17.6%) 104 (18.8%) 72 (15.6%) 92 (17.5%) 82 (16.3%) 72 (16.6%) 514 (17.1%) Prostate 87 (16.7%) 73 (13.2%) 67 (14.5%) 100 (19.0%) 81 (16.1%) 80 (18.5%) 488 (16.3%) Skin 89 (17.0%) 94 (17.0%) 57 (12.3%) 88 (16.7%) 76 (15.1%) 71 (16.4%) 475 (15.8%) Total 522 (100.0%) 553 (100.0%) 462 (100.0%) 526 (100.0%) 504 (100.0%) 433 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 3 [340, 2317, 2867, 30, 667, 2553] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 72 (14.8%) 72 (14.1%) 80 (17.3%) 107 (19.5%) 80 (16.1%) 96 (19.4%) 507 (16.9%) Colon 96 (19.8%) 95 (18.6%) 81 (17.5%) 75 (13.7%) 69 (13.9%) 90 (18.1%) 506 (16.9%) Leukemia 71 (14.6%) 105 (20.5%) 86 (18.6%) 85 (15.5%) 77 (15.5%) 86 (17.3%) 510 (17.0%) Lung 93 (19.1%) 79 (15.5%) 74 (16.0%) 104 (18.9%) 88 (17.7%) 76 (15.3%) 514 (17.1%) Prostate 68 (14.0%) 90 (17.6%) 80 (17.3%) 84 (15.3%) 92 (18.5%) 74 (14.9%) 488 (16.3%) Skin 86 (17.7%) 70 (13.7%) 61 (13.2%) 94 (17.1%) 90 (18.1%) 74 (14.9%) 475 (15.8%) Total 486 (100.0%) 511 (100.0%) 462 (100.0%) 549 (100.0%) 496 (100.0%) 496 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 4 [131, 1308, 891, 2702, 271, 1677] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 109 (19.2%) 74 (16.2%) 94 (17.2%) 85 (16.6%) 69 (14.6%) 76 (17.1%) 507 (16.9%) Colon 100 (17.6%) 76 (16.6%) 85 (15.6%) 95 (18.6%) 80 (16.9%) 70 (15.7%) 506 (16.9%) Leukemia 105 (18.5%) 81 (17.7%) 82 (15.0%) 91 (17.8%) 73 (15.4%) 78 (17.5%) 510 (17.0%) Lung 87 (15.3%) 82 (17.9%) 95 (17.4%) 83 (16.2%) 80 (16.9%) 87 (19.6%) 514 (17.1%) Prostate 91 (16.0%) 63 (13.8%) 88 (16.1%) 84 (16.4%) 89 (18.8%) 73 (16.4%) 488 (16.3%) Skin 75 (13.2%) 82 (17.9%) 101 (18.5%) 74 (14.5%) 82 (17.3%) 61 (13.7%) 475 (15.8%) Total 567 (100.0%) 458 (100.0%) 545 (100.0%) 512 (100.0%) 473 (100.0%) 445 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 5 [26, 1920, 2641, 1732, 1976, 177] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 82 (16.0%) 87 (15.6%) 73 (14.5%) 81 (16.8%) 98 (21.4%) 86 (17.7%) 507 (16.9%) Colon 93 (18.2%) 96 (17.2%) 78 (15.5%) 80 (16.6%) 61 (13.3%) 98 (20.2%) 506 (16.9%) Leukemia 79 (15.5%) 101 (18.1%) 87 (17.3%) 82 (17.0%) 74 (16.2%) 87 (17.9%) 510 (17.0%) Lung 101 (19.8%) 93 (16.6%) 83 (16.5%) 83 (17.2%) 83 (18.1%) 71 (14.6%) 514 (17.1%) Prostate 67 (13.1%) 93 (16.6%) 97 (19.2%) 82 (17.0%) 67 (14.6%) 82 (16.9%) 488 (16.3%) Skin 89 (17.4%) 89 (15.9%) 86 (17.1%) 74 (15.4%) 75 (16.4%) 62 (12.8%) 475 (15.8%) Total 511 (100.0%) 559 (100.0%) 504 (100.0%) 482 (100.0%) 458 (100.0%) 486 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 6 [1522, 2740, 2752, 2433, 463, 2425] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 71 (16.1%) 101 (20.1%) 92 (17.5%) 78 (14.4%) 78 (14.9%) 87 (18.6%) 507 (16.9%) Colon 73 (16.6%) 94 (18.7%) 88 (16.8%) 85 (15.7%) 88 (16.9%) 78 (16.6%) 506 (16.9%) Leukemia 85 (19.3%) 86 (17.1%) 100 (19.0%) 92 (17.0%) 83 (15.9%) 64 (13.6%) 510 (17.0%) Lung 74 (16.8%) 71 (14.1%) 88 (16.8%) 92 (17.0%) 88 (16.9%) 101 (21.5%) 514 (17.1%) Prostate 71 (16.1%) 80 (15.9%) 82 (15.6%) 92 (17.0%) 90 (17.2%) 73 (15.6%) 488 (16.3%) Skin 66 (15.0%) 70 (13.9%) 75 (14.3%) 103 (19.0%) 95 (18.2%) 66 (14.1%) 475 (15.8%) Total 440 (100.0%) 502 (100.0%) 525 (100.0%) 542 (100.0%) 522 (100.0%) 469 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 7 [228, 241, 2841, 258, 619, 1228] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 84 (16.3%) 99 (18.3%) 89 (17.0%) 76 (16.9%) 69 (14.4%) 90 (18.3%) 507 (16.9%) Colon 84 (16.3%) 107 (19.8%) 92 (17.6%) 70 (15.6%) 73 (15.3%) 80 (16.2%) 506 (16.9%) Leukemia 75 (14.5%) 91 (16.9%) 82 (15.6%) 83 (18.5%) 77 (16.1%) 102 (20.7%) 510 (17.0%) Lung 90 (17.4%) 78 (14.4%) 109 (20.8%) 77 (17.1%) 87 (18.2%) 73 (14.8%) 514 (17.1%) Prostate 81 (15.7%) 94 (17.4%) 78 (14.9%) 68 (15.1%) 88 (18.4%) 79 (16.0%) 488 (16.3%) Skin 102 (19.8%) 71 (13.1%) 74 (14.1%) 75 (16.7%) 84 (17.6%) 69 (14.0%) 475 (15.8%) Total 516 (100.0%) 540 (100.0%) 524 (100.0%) 449 (100.0%) 478 (100.0%) 493 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 8 [2701, 6, 1738, 2876, 480, 2259] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 82 (17.2%) 82 (18.6%) 96 (17.4%) 83 (16.7%) 86 (16.5%) 78 (15.1%) 507 (16.9%) Colon 77 (16.1%) 90 (20.5%) 82 (14.9%) 79 (15.9%) 89 (17.1%) 89 (17.3%) 506 (16.9%) Leukemia 79 (16.5%) 74 (16.8%) 95 (17.2%) 95 (19.2%) 74 (14.2%) 93 (18.1%) 510 (17.0%) Lung 86 (18.0%) 66 (15.0%) 114 (20.7%) 67 (13.5%) 91 (17.5%) 90 (17.5%) 514 (17.1%) Prostate 80 (16.7%) 72 (16.4%) 90 (16.3%) 83 (16.7%) 78 (15.0%) 85 (16.5%) 488 (16.3%) Skin 74 (15.5%) 56 (12.7%) 74 (13.4%) 89 (17.9%) 102 (19.6%) 80 (15.5%) 475 (15.8%) Total 478 (100.0%) 440 (100.0%) 551 (100.0%) 496 (100.0%) 520 (100.0%) 515 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 9 [289, 1754, 1256, 508, 253, 2322] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 82 (16.6%) 71 (15.7%) 77 (14.4%) 83 (18.9%) 88 (18.1%) 106 (17.8%) 507 (16.9%) Colon 80 (16.2%) 81 (18.0%) 88 (16.4%) 59 (13.5%) 84 (17.3%) 114 (19.2%) 506 (16.9%) Leukemia 87 (17.6%) 84 (18.6%) 84 (15.7%) 71 (16.2%) 75 (15.5%) 109 (18.3%) 510 (17.0%) Lung 71 (14.3%) 76 (16.9%) 92 (17.2%) 85 (19.4%) 98 (20.2%) 92 (15.5%) 514 (17.1%) Prostate 87 (17.6%) 81 (18.0%) 86 (16.0%) 77 (17.6%) 67 (13.8%) 90 (15.1%) 488 (16.3%) Skin 88 (17.8%) 58 (12.9%) 109 (20.3%) 63 (14.4%) 73 (15.1%) 84 (14.1%) 475 (15.8%) Total 495 (100.0%) 451 (100.0%) 536 (100.0%) 438 (100.0%) 485 (100.0%) 595 (100.0%) 3000 (100.0%) ================================================================================ Seed Set 10 [2014, 1019, 2483, 583, 5, 264] Distribution: Type of Cancer vs. 6 Clusters (Count and Percentage): Cluster Labels 0 1 2 3 4 5 Total Type of Cancer Breast 81 (17.9%) 79 (14.4%) 87 (18.4%) 70 (15.6%) 93 (17.5%) 97 (17.6%) 507 (16.9%) Colon 66 (14.6%) 88 (16.1%) 81 (17.2%) 81 (18.1%) 76 (14.3%) 114 (20.7%) 506 (16.9%) Leukemia 80 (17.7%) 86 (15.7%) 71 (15.0%) 80 (17.9%) 102 (19.2%) 91 (16.5%) 510 (17.0%) Lung 83 (18.4%) 89 (16.3%) 100 (21.2%) 77 (17.2%) 87 (16.4%) 78 (14.2%) 514 (17.1%) Prostate 71 (15.7%) 96 (17.6%) 68 (14.4%) 74 (16.5%) 80 (15.1%) 99 (18.0%) 488 (16.3%) Skin 71 (15.7%) 109 (19.9%) 65 (13.8%) 66 (14.7%) 92 (17.4%) 72 (13.1%) 475 (15.8%) Total 452 (100.0%) 547 (100.0%) 472 (100.0%) 448 (100.0%) 530 (100.0%) 551 (100.0%) 3000 (100.0%)
AVERAGE FOR ALL 10 SEEDS¶
In [16]:
import pandas as pd
import numpy as np
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
# --- Data Loading ---
try:
df = pd.read_csv("cancer_data_denmark.csv")
except FileNotFoundError:
# Create a dummy DataFrame for demonstration
data = np.random.rand(3000, 10)
df = pd.DataFrame(data, columns=[f'feature_{i}' for i in range(10)])
df['Cancer_Type'] = np.random.choice(['Leukemia', 'Lung', 'Prostate', 'Skin', 'Breast', 'Colon'], 3000)
# --- Feature and Target Definition ---
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined', 'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type'
# --- Preprocessing ---
df[features] = df[features].fillna(df[features].mean())
X_scaled = StandardScaler().fit_transform(df[features])
# --- KMeans Clustering ---
num_clusters = 6
seed_sets = [np.random.choice(X_scaled.shape[0], num_clusters, replace=False) for _ in range(10)]
all_counts_dfs = []
for seeds in seed_sets:
kmeans = KMeans(n_clusters=num_clusters, init=X_scaled[seeds], n_init=1, random_state=42)
kmeans.fit(X_scaled)
df['Cluster'] = kmeans.labels_
counts = pd.crosstab(df[target], df['Cluster'], margins=True, margins_name='Total')
all_counts_dfs.append(counts)
# --- Average Distribution ---
avg_counts = sum(all_counts_dfs) / len(all_counts_dfs)
avg_counts_rounded = avg_counts.round().astype(int)
avg_percents = avg_counts.div(avg_counts.loc['Total'], axis=1).mul(100).round(1).fillna(0)
avg_combined = avg_counts_rounded.astype(str) + ' (' + avg_percents.astype(str) + '%)'
print(f"\n{'='*80}\nAverage Distribution Across All Seed Sets:")
print("Type of Cancer vs. 6 Clusters (Average Count and Percentage):")
print(avg_combined.to_string())
================================================================================ Average Distribution Across All Seed Sets: Type of Cancer vs. 6 Clusters (Average Count and Percentage): Cluster 0 1 2 3 4 5 Total Cancer_Type Breast 88 (17.2%) 88 (17.0%) 78 (16.0%) 87 (17.4%) 82 (16.6%) 83 (17.3%) 507 (16.9%) Colon 89 (17.3%) 88 (17.1%) 82 (16.8%) 83 (16.5%) 84 (16.8%) 80 (16.7%) 506 (16.9%) Leukemia 87 (16.9%) 90 (17.5%) 80 (16.3%) 88 (17.6%) 84 (16.8%) 81 (16.8%) 510 (17.0%) Lung 83 (16.1%) 84 (16.3%) 87 (17.8%) 90 (18.0%) 88 (17.7%) 81 (17.0%) 514 (17.1%) Prostate 85 (16.5%) 84 (16.3%) 79 (16.0%) 79 (15.8%) 82 (16.6%) 78 (16.3%) 488 (16.3%) Skin 82 (16.0%) 82 (15.8%) 84 (17.2%) 74 (14.8%) 76 (15.4%) 76 (15.9%) 475 (15.8%) Total 516 (100.0%) 517 (100.0%) 490 (100.0%) 501 (100.0%) 496 (100.0%) 480 (100.0%) 3000 (100.0%)
CO OCCURENCE MATRIX FOR RANDOM SEED¶
In [ ]:
import pandas as pd
import numpy as np
from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler
# Load the dataset
df = pd.read_csv("C:\\Users\\Sofiya sultana\\Downloads\\cancer_data_denmark.csv")
# Optional: Limit to 1143 rows for consistency
df = df.head(1143)
# Drop the target column
df_features = df.drop("Cancer_Type", axis=1)
# Identify and encode categorical columns
categorical_cols = df_features.select_dtypes(include=['object', 'category']).columns
df_encoded = pd.get_dummies(df_features, columns=categorical_cols)
# Standardize the features
scaler = StandardScaler()
X_scaled = scaler.fit_transform(df_encoded)
# Apply KMeans clustering
kmeans = KMeans(n_clusters=6, n_init=10, random_state=42)
labels = kmeans.fit_predict(X_scaled)
# Create the co-occurrence matrix
co_matrix = np.where(np.equal.outer(labels, labels), labels[:, None] + 1, 0)
sample_labels = [f"S{i}" for i in range(len(labels))]
co_matrix_df = pd.DataFrame(co_matrix, index=sample_labels, columns=sample_labels)
# Display the result
print("=== Non-Binary Co-occurrence Matrix (Label Values) for Seed 42 ===")
print(co_matrix_df.to_string())
In [ ]:
co-consensus for one random seed¶
In [17]:
import pandas as pd
import numpy as np
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
# --- Data Loading ---
# This will load your uploaded 'cancer_data_denmark.csv'
df = pd.read_csv("cancer_data_denmark.csv")
# --- Feature and Target Definition ---
# These are the numerical features used for clustering
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined', 'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type' # The column containing cancer type names
# --- Preprocessing ---
# Handle potential missing features and fill NaN values in selected features
valid_features = []
for feature in features:
if feature in df.columns:
valid_features.append(feature)
if df[feature].isnull().any():
df[feature] = df[feature].fillna(df[feature].mean())
else:
print(f"Warning: Feature '{feature}' not found in the dataset. It will be skipped.")
features = valid_features # Update features to only include valid ones
# Scale the features
X_scaled = StandardScaler().fit_transform(df[features])
# --- KMeans Clustering ---
kmeans = KMeans(n_clusters=6, random_state=42, n_init=10).fit(X_scaled)
# --- Create Cross-tabulation Summary ---
# 'Type of Cancer' as rows, and 'Cluster' labels as columns
summary = pd.crosstab(df[target], kmeans.labels_, rownames=['Type of Cancer'], colnames=['Cluster'])
# Ensure all 6 cluster columns are present, filling with 0 if a cluster has no members of a specific type
summary = summary.reindex(columns=range(6), fill_value=0)
# Add 'Total' column (sum of counts for each cancer type across all clusters)
summary['Total'] = summary.sum(axis=1)
# Add 'Total' row (sum of counts for each cluster across all cancer types, and overall total)
summary.loc['Total'] = summary.sum(axis=0)
print("\nKMeans Clustering Summary for Cancer Data Denmark:")
print(summary)
KMeans Clustering Summary for Cancer Data Denmark: Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 102 90 80 90 71 74 507 Colon 95 89 86 79 74 83 506 Leukemia 86 97 91 64 85 87 510 Lung 73 88 86 102 78 87 514 Prostate 80 79 96 76 72 85 488 Skin 71 75 103 67 66 93 475 Total 507 518 542 478 446 509 3000
co-consensus for 10 different seeds¶
In [5]:
import pandas as pd
import numpy as np
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
# --- Data Loading ---
df = pd.read_csv("cancer_data_denmark.csv")
# --- Feature and Target Definition ---
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined', 'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type'
# --- Preprocessing ---
valid_features = []
for feature in features:
if feature in df.columns:
valid_features.append(feature)
if df[feature].isnull().any():
df[feature] = df[feature].fillna(df[feature].mean())
else:
print(f"Warning: Feature '{feature}' not found in the dataset. It will be skipped.")
features = valid_features
X_scaled = StandardScaler().fit_transform(df[features])
# --- Run KMeans with 10 different seeds ---
seeds = [42, 123, 7, 2023, 10, 99, 555, 73, 314, 27] # 10 different random seeds
for seed in seeds:
print(f"\n{'='*50}")
print(f"KMeans Clustering with random_state={seed}")
print(f"{'='*50}")
# KMeans Clustering
kmeans = KMeans(n_clusters=6, random_state=seed, n_init=10).fit(X_scaled)
# Create Cross-tabulation Summary
summary = pd.crosstab(df[target], kmeans.labels_,
rownames=['Type of Cancer'],
colnames=['Cluster'])
# Ensure all 6 cluster columns are present
summary = summary.reindex(columns=range(6), fill_value=0)
# Add 'Total' column
summary['Total'] = summary.sum(axis=1)
# Add 'Total' row
summary.loc['Total'] = summary.sum(axis=0)
print(summary)
print("\n")
================================================== KMeans Clustering with random_state=42 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 102 90 80 90 71 74 507 Colon 95 89 86 79 74 83 506 Leukemia 86 97 91 64 85 87 510 Lung 73 88 86 102 78 87 514 Prostate 80 79 96 76 72 85 488 Skin 71 75 103 67 66 93 475 Total 507 518 542 478 446 509 3000 ================================================== KMeans Clustering with random_state=123 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 81 94 94 79 84 75 507 Colon 89 92 80 72 83 90 506 Leukemia 86 88 88 81 82 85 510 Lung 78 85 108 79 74 90 514 Prostate 88 75 88 85 79 73 488 Skin 65 63 75 94 82 96 475 Total 487 497 533 490 484 509 3000 ================================================== KMeans Clustering with random_state=7 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 104 88 76 88 71 80 507 Colon 87 91 76 85 84 83 506 Leukemia 90 93 80 98 68 81 510 Lung 109 78 83 84 83 77 514 Prostate 88 80 90 78 67 85 488 Skin 80 59 97 69 85 85 475 Total 558 489 502 502 458 491 3000 ================================================== KMeans Clustering with random_state=2023 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 82 78 96 75 93 83 507 Colon 74 90 78 91 93 80 506 Leukemia 79 90 88 82 86 85 510 Lung 83 75 108 89 83 76 514 Prostate 87 88 90 73 73 77 488 Skin 95 65 75 95 61 84 475 Total 500 486 535 505 489 485 3000 ================================================== KMeans Clustering with random_state=10 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 104 97 69 87 75 75 507 Colon 91 86 78 88 85 78 506 Leukemia 95 70 78 96 88 83 510 Lung 80 105 79 86 85 79 514 Prostate 77 79 79 77 96 80 488 Skin 66 71 71 76 100 91 475 Total 513 508 454 510 529 486 3000 ================================================== KMeans Clustering with random_state=99 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 94 74 90 73 93 83 507 Colon 77 91 93 86 85 74 506 Leukemia 88 86 85 81 90 80 510 Lung 105 89 85 72 80 83 514 Prostate 81 74 77 85 85 86 488 Skin 74 97 61 65 82 96 475 Total 519 511 491 462 515 502 3000 ================================================== KMeans Clustering with random_state=555 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 81 102 78 75 87 84 507 Colon 78 85 84 76 94 89 506 Leukemia 73 86 81 82 90 98 510 Lung 83 112 77 82 76 84 514 Prostate 65 88 84 96 74 81 488 Skin 95 82 85 89 55 69 475 Total 475 555 489 500 476 505 3000 ================================================== KMeans Clustering with random_state=73 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 71 101 107 71 74 83 507 Colon 80 80 98 74 83 91 506 Leukemia 81 75 91 79 85 99 510 Lung 83 104 82 77 86 82 514 Prostate 89 81 85 80 76 77 488 Skin 97 74 86 91 55 72 475 Total 501 515 549 472 459 504 3000 ================================================== KMeans Clustering with random_state=314 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 76 74 92 95 87 83 507 Colon 89 89 95 75 76 82 506 Leukemia 90 77 91 87 79 86 510 Lung 76 91 80 101 83 83 514 Prostate 84 75 81 84 87 77 488 Skin 65 97 61 72 95 85 475 Total 480 503 500 514 507 496 3000 ================================================== KMeans Clustering with random_state=27 ================================================== Cluster 0 1 2 3 4 5 Total Type of Cancer Breast 82 88 105 70 66 96 507 Colon 76 89 88 90 81 82 506 Leukemia 84 85 92 81 79 89 510 Lung 79 84 110 75 85 81 514 Prostate 89 77 88 80 70 84 488 Skin 95 63 74 72 88 83 475 Total 505 486 557 468 469 515 3000
co consensus matrix --k means clustering¶
In [22]:
import numpy as np
import pandas as pd
from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler
import matplotlib.pyplot as plt
import seaborn as sns
# --- Load and preprocess data ---
df = pd.read_csv("cancer_data_denmark.csv")
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined', 'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type'
# Handle missing values
df[features] = df[features].fillna(df[features].mean())
# Scale features
X = StandardScaler().fit_transform(df[features])
y = df[target].astype(str)
# --- Parameters ---
n_runs = 10 # Number of KMeans runs with different seeds
n_clusters = 6 # Number of clusters (adjust as needed)
n_samples = X.shape[0]
# --- Build consensus matrix ---
consensus = np.zeros((n_samples, n_samples))
for seed in range(n_runs):
print(f"Running KMeans with seed={seed}")
labels = KMeans(n_clusters=n_clusters, random_state=seed, n_init=10).fit_predict(X)
for cl in range(n_clusters):
idx = np.where(labels == cl)[0]
consensus[np.ix_(idx, idx)] += 1 # Increment where pairs co-cluster
consensus /= n_runs # Normalize to [0, 1]
# --- Average consensus by cancer type ---
cancer_types = y.unique()
m = len(cancer_types)
avg_consensus = np.array([
[consensus[y == type1][:, y == type2].mean() for type2 in cancer_types]
for type1 in cancer_types
])
# --- Cluster the average consensus matrix ---
# Use number of clusters equal to unique cancer types (or adjust)
cluster_labels = KMeans(n_clusters=m, random_state=42, n_init=10).fit_predict(avg_consensus)
# --- Summary crosstab ---
summary = pd.crosstab(
index=pd.Series(cancer_types, name="True Cancer Type"),
columns=pd.Series(cluster_labels, name="Consensus Cluster"),
)
summary['Total'] = summary.sum(axis=1)
summary.loc['Total'] = summary.sum()
print("\nConsensus Clustering Summary by Cancer Type:")
print(summary)
Running KMeans with seed=0 Running KMeans with seed=1 Running KMeans with seed=2 Running KMeans with seed=3 Running KMeans with seed=4 Running KMeans with seed=5 Running KMeans with seed=6 Running KMeans with seed=7 Running KMeans with seed=8 Running KMeans with seed=9 Consensus Clustering Summary by Cancer Type: Consensus Cluster 0 1 2 3 4 5 Total True Cancer Type Breast 0 0 0 0 1 0 1 Colon 0 0 0 0 0 1 1 Leukemia 0 0 1 0 0 0 1 Lung 0 0 0 1 0 0 1 Prostate 1 0 0 0 0 0 1 Skin 0 1 0 0 0 0 1 Total 1 1 1 1 1 1 6
decision tree for one random seed in consensus¶¶
In [35]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
from sklearn.tree import DecisionTreeClassifier, plot_tree
# --- Load the Cancer Data Denmark dataset ---
df = pd.read_csv("cancer_data_denmark.csv")
# --- Feature Selection ---
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined',
'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type'
# Handle missing values
df[features] = df[features].fillna(df[features].mean())
# --- Scale Features ---
X = df[features]
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)
# --- Clustering with KMeans ---
kmeans = KMeans(n_clusters=6, random_state=123)
df["Cluster"] = kmeans.fit_predict(X_scaled)
# --- Train Decision Tree (with sample counts) ---
clf = DecisionTreeClassifier(max_leaf_nodes=6, random_state=123)
clf.fit(X_scaled, df["Cluster"])
# --- Visualize Tree with Sample Counts ---
plt.figure(figsize=(20, 10))
plot_tree(clf,
feature_names=features,
class_names=[f"Cluster {i}" for i in range(6)],
filled=True,
rounded=True,
impurity=False,
proportion=False) # Set proportion=False to show counts
plt.title("Decision Tree for Cancer Clusters (Sample Counts)")
plt.show()
decision tree for 10 random seed in consensus¶
In [36]:
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
from sklearn.tree import DecisionTreeClassifier, plot_tree
# --- Load and preprocess data ---
df = pd.read_csv("cancer_data_denmark.csv")
# Select features and handle missing values
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined',
'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
df[features] = df[features].fillna(df[features].mean())
X = df[features]
# Scale features
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)
# --- Run for 10 different random seeds ---
for seed in range(10): # Seeds 0 through 9
print(f"\n=== Analyzing with Random Seed: {seed} ===")
# --- Clustering ---
kmeans = KMeans(n_clusters=6, random_state=seed, n_init=10)
df["Cluster"] = kmeans.fit_predict(X_scaled)
# Check cluster distribution
cluster_counts = df["Cluster"].value_counts().sort_index()
print("Cluster distribution:")
print(cluster_counts)
# --- Decision Tree ---
clf = DecisionTreeClassifier(max_leaf_nodes=6, random_state=seed)
clf.fit(X_scaled, df["Cluster"])
# --- Visualize ---
plt.figure(figsize=(18, 10))
plot_tree(clf,
feature_names=features,
class_names=[f"Cluster {i}" for i in range(6)],
filled=True,
rounded=True,
fontsize=10,
proportion=False) # Show actual counts instead of proportions
plt.title(f"Decision Tree for Cancer Clusters (Seed={seed})\n"
f"Cluster distribution: {dict(cluster_counts)}",
pad=20)
plt.tight_layout()
plt.show()
=== Analyzing with Random Seed: 0 === Cluster distribution: Cluster 0 507 1 492 2 580 3 456 4 480 5 485 Name: count, dtype: int64
=== Analyzing with Random Seed: 1 === Cluster distribution: Cluster 0 530 1 494 2 448 3 530 4 537 5 461 Name: count, dtype: int64
=== Analyzing with Random Seed: 2 === Cluster distribution: Cluster 0 438 1 651 2 496 3 448 4 483 5 484 Name: count, dtype: int64
=== Analyzing with Random Seed: 3 === Cluster distribution: Cluster 0 486 1 528 2 491 3 526 4 498 5 471 Name: count, dtype: int64
=== Analyzing with Random Seed: 4 === Cluster distribution: Cluster 0 479 1 490 2 518 3 541 4 485 5 487 Name: count, dtype: int64
=== Analyzing with Random Seed: 5 === Cluster distribution: Cluster 0 543 1 484 2 518 3 501 4 510 5 444 Name: count, dtype: int64
=== Analyzing with Random Seed: 6 === Cluster distribution: Cluster 0 545 1 504 2 491 3 478 4 506 5 476 Name: count, dtype: int64
=== Analyzing with Random Seed: 7 === Cluster distribution: Cluster 0 558 1 489 2 502 3 502 4 458 5 491 Name: count, dtype: int64
=== Analyzing with Random Seed: 8 === Cluster distribution: Cluster 0 510 1 527 2 471 3 501 4 488 5 503 Name: count, dtype: int64
=== Analyzing with Random Seed: 9 === Cluster distribution: Cluster 0 510 1 496 2 473 3 506 4 518 5 497 Name: count, dtype: int64
k means clustering for data set¶
In [27]:
import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
# --- Load dataset ---
df = pd.read_csv("cancer_data_denmark.csv")
# --- Features for clustering (adjust based on your dataset) ---
features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined',
'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type' # Your target variable for analysis
# Handle missing values
df[features] = df[features].fillna(df[features].mean())
# Scale features
X_scaled = StandardScaler().fit_transform(df[features])
# --- Choose seed indices for initial centroids (select representative patients) ---
seed_indices = [10, 50, 100, 150, 200, 250] # Adjust based on your dataset size
initial_centroids = X_scaled[seed_indices]
# --- Perform KMeans clustering with chosen initial centroids ---
df['Cluster'] = KMeans(
n_clusters=6,
init=initial_centroids,
n_init=1, # Only one initialization (our chosen seeds)
random_state=0
).fit_predict(X_scaled)
# --- Create cross-tabulation: Cancer Type vs Cluster ---
counts = pd.crosstab(df[target], df['Cluster'], margins=True, margins_name='Total')
percents = counts.div(counts.loc['Total'], axis=1).mul(100).round(1)
combined = counts.astype(str) + ' (' + percents.astype(str) + '%)'
# --- Display final table ---
print("\nCancer Type - Cluster Distribution (Seed Set):\n")
print(combined)
Cancer Type - Cluster Distribution (Seed Set): Cluster 0 1 2 3 \ Cancer_Type Breast 104 (19.4%) 91 (18.5%) 86 (16.7%) 65 (14.5%) Colon 101 (18.8%) 84 (17.1%) 87 (16.9%) 76 (17.0%) Leukemia 99 (18.5%) 99 (20.2%) 87 (16.9%) 70 (15.7%) Lung 75 (14.0%) 78 (15.9%) 107 (20.7%) 81 (18.1%) Prostate 84 (15.7%) 76 (15.5%) 81 (15.7%) 83 (18.6%) Skin 73 (13.6%) 63 (12.8%) 68 (13.2%) 72 (16.1%) Total 536 (100.0%) 491 (100.0%) 516 (100.0%) 447 (100.0%) Cluster 4 5 Total Cancer_Type Breast 76 (14.4%) 85 (17.6%) 507 (16.9%) Colon 85 (16.1%) 73 (15.1%) 506 (16.9%) Leukemia 85 (16.1%) 70 (14.5%) 510 (17.0%) Lung 84 (15.9%) 89 (18.4%) 514 (17.1%) Prostate 98 (18.6%) 66 (13.7%) 488 (16.3%) Skin 99 (18.8%) 100 (20.7%) 475 (15.8%) Total 527 (100.0%) 483 (100.0%) 3000 (100.0%)
decision tree for k means clustering¶
In [34]:
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
from sklearn.tree import DecisionTreeClassifier, plot_tree
# --- Load dataset ---
df = pd.read_csv("cancer_data_denmark.csv")
# --- Clinical features for clustering ---
clinical_features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined',
'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type'
# Handle missing clinical data
df[clinical_features] = df[clinical_features].fillna(df[clinical_features].mean())
# Scale features
X_scaled = StandardScaler().fit_transform(df[clinical_features])
# --- Initialize with clinically distinct patients ---
seed_indices = [
df['Tumor_Size_cm'].idxmax(), # Largest tumor
df['Age'].idxmin(), # Youngest patient
df['Lymph_Nodes_Positive'].idxmax(), # Most lymph node involvement
df['BMI'].idxmin(), # Lowest BMI
df['Survival_Months'].idxmax(), # Longest survival
df['Age'].idxmax() # Oldest patient
]
initial_centroids = X_scaled[seed_indices]
# --- Clinical clustering ---
df['Cluster'] = KMeans(
n_clusters=6,
init=initial_centroids,
n_init=1,
random_state=0
).fit_predict(X_scaled)
# --- Train decision tree with sample counts ---
clf = DecisionTreeClassifier(
random_state=42,
max_leaf_nodes=6,
min_samples_leaf=0.1,
max_depth=4
)
clf.fit(X_scaled, df['Cluster'])
# --- Visualize tree with sample counts ---
plt.figure(figsize=(22, 14))
plot_tree(
clf,
feature_names=clinical_features,
class_names=[f"Cluster {i}" for i in range(6)],
filled=True,
rounded=True,
fontsize=12,
proportion=False, # <- Critical change: Shows counts instead of %
impurity=False
)
# Add custom title with seed info
seed_types = [f"{df.iloc[i]['Cancer_Type']} (Patient {i})" for i in seed_indices]
plt.title("Cancer Patient Clustering Decision Tree\n" +
f"Initial Seeds: {', '.join(seed_types)}\n" +
f"Total Patients: {len(df)}",
pad=20, fontsize=16, loc='left')
plt.tight_layout()
plt.show()
In [10]:
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.preprocessing import StandardScaler
from sklearn.cluster import KMeans
from sklearn.tree import DecisionTreeClassifier, plot_tree
# --- Load dataset ---
df = pd.read_csv("cancer_data_denmark.csv")
# --- Clinical features for clustering ---
clinical_features = ['Age', 'Tumor_Size_cm', 'Lymph_Nodes_Examined',
'Lymph_Nodes_Positive', 'BMI', 'Survival_Months']
target = 'Cancer_Type'
# Handle missing clinical data
df[clinical_features] = df[clinical_features].fillna(df[clinical_features].mean())
# Scale features
X_scaled = StandardScaler().fit_transform(df[clinical_features])
# --- Initialize with clinically distinct patients ---
seed_indices = [
df['Tumor_Size_cm'].idxmax(), # Largest tumor
df['Age'].idxmin(), # Youngest patient
df['Lymph_Nodes_Positive'].idxmax(),# Most lymph node involvement
df['BMI'].idxmin(), # Lowest BMI
df['Survival_Months'].idxmax(), # Longest survival
df['Age'].idxmax() # Oldest patient
]
initial_centroids = X_scaled[seed_indices]
# --- Clinical clustering ---
df['Cluster'] = KMeans(
n_clusters=6,
init=initial_centroids,
n_init=1,
random_state=0
).fit_predict(X_scaled)
# --- Train decision tree with sample counts ---
clf = DecisionTreeClassifier(
random_state=42,
max_leaf_nodes=13,
min_samples_leaf=0.1,
max_depth=13
)
clf.fit(X_scaled, df['Cluster'])
# --- Plot decision tree normally ---
fig, ax = plt.subplots(figsize=(22, 14))
plot_tree(
clf,
feature_names=clinical_features,
class_names=[f"Cluster {i}" for i in range(6)],
filled=True,
rounded=True,
fontsize=12,
proportion=False,
impurity=False,
ax=ax
)
# --- Rotate tree manually (simulate right-side layout) ---
plt.gca().invert_yaxis()
# --- Add title with seed info ---
seed_types = [f"{df.iloc[i]['Cancer_Type']} (Patient {i})" for i in seed_indices]
plt.title("Cancer Patient Clustering Decision Tree (Simulated Right-Side Layout)\n" +
f"Initial Seeds: {', '.join(seed_types)}\n" +
f"Total Patients: {len(df)}",
pad=20, fontsize=16, loc='left')
plt.tight_layout()
plt.show()
DECISION TREE WITHOUT STOPPING¶
In [1]:
import pandas as pd
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier, plot_tree
from sklearn.metrics import classification_report
import matplotlib.pyplot as plt
# Load data
data = pd.read_csv("C:\\Users\\Sofiya sultana\\Downloads\\cancer_data_denmark.csv")
# Features + target
features = [
"Age", "Tumor_Size_cm", "Lymph_Nodes_Examined",
"Lymph_Nodes_Positive", "BMI", "Survival_Months"
]
X = data[features]
y = data["Cancer_Type"]
# Train/test split
X_train, X_test, y_train, y_test = train_test_split(
X, y, test_size=0.2, random_state=42, stratify=y
)
# Train decision tree with no max_depth (fully grown tree)
clf = DecisionTreeClassifier(random_state=42)
clf.fit(X_train, y_train)
# Predict
y_pred = clf.predict(X_test)
# Report
print("Classification Report on Test Set:")
print(classification_report(y_test, y_pred))
# Plot tree (be careful — this could be very large!)
plt.figure(figsize=(50, 30)) # Make very large so you can see it better
plot_tree(
clf,
feature_names=X.columns,
class_names=clf.classes_,
filled=True,
rounded=True,
fontsize=10
)
plt.show()
Classification Report on Test Set:
precision recall f1-score support
Breast 0.17 0.20 0.19 101
Colon 0.13 0.12 0.12 101
Leukemia 0.22 0.25 0.23 102
Lung 0.18 0.14 0.16 103
Prostate 0.12 0.10 0.11 98
Skin 0.13 0.15 0.14 95
accuracy 0.16 600
macro avg 0.16 0.16 0.16 600
weighted avg 0.16 0.16 0.16 600
In [2]:
# clf is your trained DecisionTreeClassifier
n_leaves = clf.get_n_leaves()
print(f"✅ The tree has {n_leaves} leaf nodes.")
✅ The tree has 1282 leaf nodes.
In [3]:
# Assuming clf is your trained DecisionTreeClassifier
n_leaves = clf.get_n_leaves()
tree_depth = clf.get_depth()
print(f"✅ The tree has {n_leaves} leaf nodes.")
print(f"✅ The depth of the tree is {tree_depth}.")
✅ The tree has 1282 leaf nodes. ✅ The depth of the tree is 29.
In [4]:
from sklearn.tree import _tree
def get_rules(model, feature_names):
# Access the underlying tree structure
tree = model.tree_
# Map feature index to name (or "undefined!" if it's a leaf)
feature_name = [
feature_names[i] if i != _tree.TREE_UNDEFINED else "undefined!"
for i in tree.feature
]
def print_rules(node, depth):
indent = " " * depth # indent for clarity
if tree.feature[node] != _tree.TREE_UNDEFINED:
# It's an internal node: print the decision condition
name = feature_name[node]
threshold = tree.threshold[node]
print(f"{indent}if {name} <= {threshold:.2f}:")
print_rules(tree.children_left[node], depth + 1)
print(f"{indent}else: # if {name} > {threshold:.2f}")
print_rules(tree.children_right[node], depth + 1)
else:
# It's a leaf node: print the class counts
values = tree.value[node][0]
print(f"{indent}predict class counts: {values}")
# Start from the root node (node 0)
print_rules(0, 0)
get_rules(clf, list(X.columns))
if Age <= 19.50:
if Tumor_Size_cm <= 7.43:
if Lymph_Nodes_Examined <= 7.00:
if Lymph_Nodes_Positive <= 2.50:
if Survival_Months <= 28.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 28.00
if Lymph_Nodes_Positive <= 0.50:
if Survival_Months <= 83.50:
if Survival_Months <= 42.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 42.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 83.50
if Tumor_Size_cm <= 2.31:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.31
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
if BMI <= 20.85:
if Tumor_Size_cm <= 3.40:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 3.40
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 20.85
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 7.00
if Lymph_Nodes_Examined <= 18.50:
if Survival_Months <= 12.50:
if Tumor_Size_cm <= 4.59:
if Age <= 18.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 18.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.59
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 12.50
if BMI <= 21.95:
if Age <= 18.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 18.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 21.95
if BMI <= 24.90:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 24.90
if Survival_Months <= 117.00:
if Tumor_Size_cm <= 4.42:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.42
if Lymph_Nodes_Examined <= 9.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.50
if BMI <= 26.45:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 26.45
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 117.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 18.50
if Tumor_Size_cm <= 1.71:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.71
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.43
if Lymph_Nodes_Positive <= 9.50:
if Lymph_Nodes_Positive <= 4.00:
if BMI <= 20.20:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 20.20
if Age <= 18.50:
if Lymph_Nodes_Examined <= 3.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 18.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 9.50
if Tumor_Size_cm <= 7.96:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.96
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 19.50
if Survival_Months <= 51.50:
if Lymph_Nodes_Examined <= 9.50:
if Tumor_Size_cm <= 8.39:
if Tumor_Size_cm <= 6.12:
if Survival_Months <= 3.50:
if Tumor_Size_cm <= 4.32:
if Age <= 75.00:
if Lymph_Nodes_Examined <= 8.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 8.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 75.00
if Lymph_Nodes_Positive <= 4.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 4.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 4.32
if BMI <= 20.85:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 20.85
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 3.50
if Lymph_Nodes_Positive <= 7.50:
if Tumor_Size_cm <= 5.59:
if Tumor_Size_cm <= 2.44:
if Tumor_Size_cm <= 2.36:
if Tumor_Size_cm <= 1.63:
if BMI <= 30.25:
if Tumor_Size_cm <= 1.38:
if BMI <= 20.40:
if Tumor_Size_cm <= 1.05:
if Tumor_Size_cm <= 0.90:
if BMI <= 18.65:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 18.65
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 0.90
if BMI <= 14.70:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 14.70
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.05
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 20.40
if Lymph_Nodes_Positive <= 0.50:
if Age <= 76.00:
if Lymph_Nodes_Examined <= 2.50:
if Tumor_Size_cm <= 1.31:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 1.31
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 2.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 76.00
if Age <= 79.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 79.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 0.50
if Tumor_Size_cm <= 0.80:
if Survival_Months <= 26.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 26.50
if BMI <= 24.35:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 24.35
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 0.80
if Tumor_Size_cm <= 0.84:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.84
if Tumor_Size_cm <= 1.23:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.23
if Age <= 51.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 51.00
if Age <= 72.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 72.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.38
if BMI <= 21.20:
if Lymph_Nodes_Examined <= 2.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 2.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 21.20
if Survival_Months <= 13.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 13.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 30.25
if Age <= 35.50:
if Tumor_Size_cm <= 1.31:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.31
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 35.50
if Lymph_Nodes_Examined <= 1.00:
if Tumor_Size_cm <= 1.44:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.44
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 1.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 1.63
if Lymph_Nodes_Positive <= 3.50:
if BMI <= 25.85:
if Survival_Months <= 18.50:
if BMI <= 22.25:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 22.25
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 18.50
if Age <= 64.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 64.50
if Survival_Months <= 36.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 36.00
if BMI <= 20.70:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 20.70
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 25.85
if Survival_Months <= 33.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 33.00
if Survival_Months <= 43.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 43.50
if BMI <= 28.05:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 28.05
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.50
if BMI <= 28.65:
if Lymph_Nodes_Examined <= 4.50:
if Survival_Months <= 35.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 35.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 4.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 28.65
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 2.36
if Survival_Months <= 18.50:
if Age <= 55.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 55.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 18.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.44
if BMI <= 25.30:
if Survival_Months <= 31.50:
if Survival_Months <= 22.50:
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 0.50
if BMI <= 21.95:
if Tumor_Size_cm <= 2.69:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 2.69
if Survival_Months <= 11.50:
if Lymph_Nodes_Examined <= 3.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 11.50
if Lymph_Nodes_Examined <= 2.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 2.50
if BMI <= 21.70:
if Age <= 49.50:
if Lymph_Nodes_Positive <= 2.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
if Lymph_Nodes_Positive <= 3.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 49.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 21.70
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 21.95
if Lymph_Nodes_Positive <= 2.50:
if Tumor_Size_cm <= 3.12:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 3.12
if Survival_Months <= 11.50:
if Lymph_Nodes_Examined <= 2.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 2.50
if Lymph_Nodes_Examined <= 4.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 4.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 11.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 2.50
if BMI <= 23.70:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 23.70
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 22.50
if Age <= 31.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 31.00
if Tumor_Size_cm <= 5.38:
if Lymph_Nodes_Positive <= 4.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 4.50
if Tumor_Size_cm <= 3.36:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.36
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 5.38
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 31.50
if Tumor_Size_cm <= 3.24:
if BMI <= 18.80:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 18.80
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 3.24
if BMI <= 15.65:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 15.65
if Tumor_Size_cm <= 4.12:
if Age <= 55.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 55.50
if Lymph_Nodes_Positive <= 1.50:
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 1.50
if Survival_Months <= 38.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 38.50
if Tumor_Size_cm <= 3.98:
if BMI <= 21.15:
if Age <= 62.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 62.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 21.15
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 3.98
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.12
if Lymph_Nodes_Examined <= 3.50:
if Age <= 57.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 57.00
if Survival_Months <= 48.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 48.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
if Lymph_Nodes_Examined <= 6.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 6.50
if Age <= 56.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 56.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 25.30
if BMI <= 26.55:
if Survival_Months <= 45.50:
if Age <= 43.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 43.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 45.50
if Age <= 54.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 54.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 26.55
if Age <= 62.50:
if Age <= 26.50:
if Tumor_Size_cm <= 5.32:
if Survival_Months <= 12.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 12.00
if Tumor_Size_cm <= 3.35:
if Age <= 23.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 23.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 3.35
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 5.32
if Survival_Months <= 19.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 19.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 26.50
if Tumor_Size_cm <= 3.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.00
if Lymph_Nodes_Examined <= 7.00:
if Lymph_Nodes_Positive <= 2.50:
if Age <= 37.50:
if Lymph_Nodes_Examined <= 1.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 1.50
if Survival_Months <= 34.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 34.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 37.50
if Tumor_Size_cm <= 3.43:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.43
if BMI <= 26.85:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 26.85
if BMI <= 28.15:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 28.15
if Tumor_Size_cm <= 4.72:
if Lymph_Nodes_Examined <= 3.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.72
if BMI <= 29.35:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 29.35
if Tumor_Size_cm <= 4.79:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.79
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 2.50
if Tumor_Size_cm <= 3.24:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.24
if Tumor_Size_cm <= 5.02:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 5.02
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 7.00
if Age <= 54.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 54.00
if Age <= 60.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 60.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 62.50
if BMI <= 31.40:
if Survival_Months <= 44.50:
if Age <= 80.00:
if BMI <= 26.70:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 26.70
if Tumor_Size_cm <= 2.79:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.79
if Lymph_Nodes_Examined <= 7.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 7.50
if Tumor_Size_cm <= 4.10:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.10
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 80.00
if Survival_Months <= 24.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 24.00
if BMI <= 29.15:
if Survival_Months <= 35.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 35.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.15
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 44.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 31.40
if Tumor_Size_cm <= 4.17:
if Tumor_Size_cm <= 2.65:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 2.65
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.17
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 5.59
if BMI <= 23.45:
if Age <= 70.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 70.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 23.45
if Lymph_Nodes_Examined <= 3.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
if Age <= 74.50:
if Age <= 52.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 52.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 74.50
if BMI <= 28.05:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 28.05
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 7.50
if Age <= 45.00:
if Survival_Months <= 28.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 28.50
if Age <= 34.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 34.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 45.00
if BMI <= 30.80:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 30.80
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 6.12
if Tumor_Size_cm <= 6.44:
if Lymph_Nodes_Examined <= 5.50:
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 0.50
if Age <= 37.50:
if BMI <= 24.80:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 24.80
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 37.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.50
if BMI <= 21.95:
if Age <= 31.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 31.00
if Lymph_Nodes_Positive <= 2.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 21.95
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 6.44
if BMI <= 23.75:
if Tumor_Size_cm <= 7.11:
if Age <= 32.50:
if Tumor_Size_cm <= 6.69:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.69
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 32.50
if BMI <= 23.15:
if Tumor_Size_cm <= 6.84:
if Survival_Months <= 10.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 10.00
if Age <= 55.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 55.50
if Lymph_Nodes_Positive <= 3.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 3.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 6.84
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 23.15
if Age <= 38.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 38.00
if Survival_Months <= 29.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 29.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.11
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 0.50
if BMI <= 18.65:
if Lymph_Nodes_Examined <= 4.50:
if Lymph_Nodes_Examined <= 2.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 2.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 4.50
if BMI <= 13.05:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 13.05
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 18.65
if Lymph_Nodes_Positive <= 1.50:
if Tumor_Size_cm <= 7.45:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.45
if Tumor_Size_cm <= 7.76:
if Tumor_Size_cm <= 7.55:
if Survival_Months <= 15.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 15.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 7.55
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.76
if BMI <= 22.10:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 22.10
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Age <= 78.50:
if BMI <= 23.40:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 23.40
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 78.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 23.75
if Survival_Months <= 24.50:
if Survival_Months <= 6.50:
if BMI <= 29.10:
if BMI <= 27.20:
if Lymph_Nodes_Positive <= 3.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.00
if Lymph_Nodes_Positive <= 6.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 6.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 27.20
if Tumor_Size_cm <= 6.67:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.67
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.10
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 6.50
if Tumor_Size_cm <= 7.14:
if Tumor_Size_cm <= 6.98:
if Survival_Months <= 15.50:
if Tumor_Size_cm <= 6.59:
if Tumor_Size_cm <= 6.51:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 6.51
if Survival_Months <= 12.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 12.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.59
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 15.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 6.98
if Survival_Months <= 17.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 17.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.14
if Tumor_Size_cm <= 7.74:
if Lymph_Nodes_Examined <= 6.50:
if Lymph_Nodes_Positive <= 1.50:
if Lymph_Nodes_Examined <= 3.50:
if BMI <= 29.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 29.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Survival_Months <= 15.50:
if Age <= 51.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 51.50
if Age <= 64.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 64.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 15.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 6.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 7.74
if Lymph_Nodes_Examined <= 7.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 7.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 24.50
if Age <= 43.00:
if Lymph_Nodes_Examined <= 5.00:
if Lymph_Nodes_Positive <= 1.50:
if BMI <= 28.65:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 28.65
if Age <= 29.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 29.50
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 0.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 43.00
if Lymph_Nodes_Positive <= 1.50:
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
if Tumor_Size_cm <= 7.92:
if Lymph_Nodes_Examined <= 1.50:
if Age <= 69.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 69.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 1.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 7.92
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Age <= 55.50:
if Tumor_Size_cm <= 7.01:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.01
if Lymph_Nodes_Examined <= 2.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 2.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 55.50
if Age <= 83.00:
if Lymph_Nodes_Examined <= 8.50:
if BMI <= 26.75:
if Lymph_Nodes_Examined <= 7.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 7.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.75
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 8.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 83.00
if Tumor_Size_cm <= 8.18:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.18
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.39
if BMI <= 32.05:
if Lymph_Nodes_Examined <= 8.50:
if Age <= 86.50:
if Tumor_Size_cm <= 8.44:
if BMI <= 25.35:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 25.35
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 8.44
if Age <= 77.50:
if Lymph_Nodes_Examined <= 3.50:
if Survival_Months <= 43.50:
if BMI <= 20.50:
if Age <= 66.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 66.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 20.50
if Age <= 23.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 23.00
if Survival_Months <= 41.50:
if Age <= 71.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 71.50
if Age <= 74.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 74.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 41.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 43.50
if Lymph_Nodes_Positive <= 1.00:
if Tumor_Size_cm <= 8.78:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 8.78
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.00
if Age <= 61.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 61.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 3.50
if Survival_Months <= 49.50:
if Survival_Months <= 2.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 2.00
if Lymph_Nodes_Positive <= 5.00:
if Lymph_Nodes_Positive <= 1.50:
if Survival_Months <= 33.00:
if BMI <= 30.10:
if Tumor_Size_cm <= 9.09:
if Lymph_Nodes_Examined <= 4.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 4.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.09
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 30.10
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 33.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Age <= 31.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 31.50
if Tumor_Size_cm <= 8.78:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.78
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 5.00
if Survival_Months <= 10.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 10.50
if Survival_Months <= 21.00:
if Age <= 30.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 30.50
if Lymph_Nodes_Examined <= 7.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 7.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 21.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 49.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 77.50
if BMI <= 25.70:
if Tumor_Size_cm <= 9.26:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 9.26
if Tumor_Size_cm <= 9.63:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 9.63
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 25.70
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 86.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 8.50
if Survival_Months <= 36.50:
if Tumor_Size_cm <= 9.05:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 9.05
if Survival_Months <= 17.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 17.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 36.50
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 5.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 32.05
if Tumor_Size_cm <= 9.62:
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 0.50
if BMI <= 33.55:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 33.55
if Survival_Months <= 37.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 37.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 9.62
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.50
if BMI <= 32.85:
if BMI <= 31.75:
if Survival_Months <= 9.50:
if BMI <= 24.40:
if BMI <= 23.55:
if BMI <= 22.95:
if Tumor_Size_cm <= 8.30:
if Tumor_Size_cm <= 6.47:
if Age <= 36.50:
if Survival_Months <= 3.50:
if Lymph_Nodes_Positive <= 2.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.00
if BMI <= 17.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 17.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 3.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 36.50
if Tumor_Size_cm <= 1.59:
if Age <= 65.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 65.00
if Tumor_Size_cm <= 1.41:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.41
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.59
if Lymph_Nodes_Examined <= 10.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 10.50
if Survival_Months <= 1.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 1.50
if Age <= 85.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 85.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.47
if Lymph_Nodes_Examined <= 14.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 8.30
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 22.95
if Age <= 27.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 27.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 23.55
if BMI <= 23.85:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 23.85
if Tumor_Size_cm <= 3.17:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.17
if Lymph_Nodes_Examined <= 13.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.40
if Tumor_Size_cm <= 9.57:
if BMI <= 24.85:
if Lymph_Nodes_Examined <= 13.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 24.85
if Tumor_Size_cm <= 5.25:
if Age <= 49.50:
if Survival_Months <= 1.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 1.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 49.50
if BMI <= 27.75:
if BMI <= 25.45:
if Survival_Months <= 3.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 3.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 25.45
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 27.75
if Tumor_Size_cm <= 2.38:
if Survival_Months <= 6.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 6.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 2.38
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 5.25
if Lymph_Nodes_Positive <= 16.00:
if Tumor_Size_cm <= 9.14:
if Survival_Months <= 4.00:
if Lymph_Nodes_Examined <= 17.50:
if Tumor_Size_cm <= 6.54:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 6.54
if Survival_Months <= 1.50:
if Lymph_Nodes_Examined <= 13.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 1.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 4.00
if Tumor_Size_cm <= 7.81:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.81
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 9.14
if Age <= 55.50:
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 5.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 55.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 16.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.57
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 9.50
if Lymph_Nodes_Positive <= 15.50:
if BMI <= 31.55:
if Survival_Months <= 50.50:
if Lymph_Nodes_Positive <= 13.50:
if Age <= 62.50:
if Survival_Months <= 21.50:
if BMI <= 30.15:
if Lymph_Nodes_Positive <= 5.50:
if BMI <= 24.10:
if BMI <= 22.60:
if Lymph_Nodes_Examined <= 10.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 10.50
if Age <= 39.00:
if Tumor_Size_cm <= 7.93:
if Age <= 32.00:
if Lymph_Nodes_Positive <= 2.50:
if BMI <= 15.75:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 15.75
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 32.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 7.93
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 39.00
if Lymph_Nodes_Examined <= 16.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 16.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 22.60
if Survival_Months <= 17.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 17.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.10
if Survival_Months <= 20.50:
if Survival_Months <= 17.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 17.50
if Survival_Months <= 19.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 19.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 20.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
if Tumor_Size_cm <= 4.04:
if Tumor_Size_cm <= 3.30:
if BMI <= 24.30:
if Lymph_Nodes_Positive <= 7.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 7.50
if Survival_Months <= 16.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 16.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.30
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.30
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.04
if Survival_Months <= 16.50:
if BMI <= 20.40:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 20.40
if Tumor_Size_cm <= 7.36:
if Survival_Months <= 14.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 14.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.36
if BMI <= 25.05:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 25.05
if Lymph_Nodes_Positive <= 10.00:
if BMI <= 25.80:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 25.80
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 10.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 16.50
if Lymph_Nodes_Examined <= 11.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 11.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 30.15
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 21.50
if Tumor_Size_cm <= 4.07:
if Lymph_Nodes_Positive <= 1.50:
if Lymph_Nodes_Examined <= 11.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 11.00
if Survival_Months <= 37.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 37.50
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 1.50
if Lymph_Nodes_Positive <= 2.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
if Lymph_Nodes_Positive <= 9.00:
if Tumor_Size_cm <= 0.90:
if Lymph_Nodes_Positive <= 7.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 7.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.90
if Tumor_Size_cm <= 2.69:
if Survival_Months <= 42.50:
if Age <= 39.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 39.50
if Survival_Months <= 25.50:
if Lymph_Nodes_Examined <= 14.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 25.50
if Survival_Months <= 34.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 34.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 42.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 2.69
if BMI <= 21.10:
if Age <= 61.50:
if Survival_Months <= 46.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 46.50
if BMI <= 15.95:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 15.95
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 61.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 21.10
if Survival_Months <= 28.50:
if Lymph_Nodes_Examined <= 14.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 28.50
if Lymph_Nodes_Examined <= 11.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 11.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 9.00
if Tumor_Size_cm <= 0.63:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 0.63
if BMI <= 23.50:
if BMI <= 17.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 17.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 23.50
if Survival_Months <= 48.50:
if Survival_Months <= 25.00:
if Age <= 47.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 47.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 25.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 48.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 4.07
if BMI <= 13.45:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 13.45
if Lymph_Nodes_Examined <= 13.50:
if Lymph_Nodes_Examined <= 10.50:
if Survival_Months <= 37.00:
if BMI <= 26.25:
if Survival_Months <= 29.50:
if Lymph_Nodes_Positive <= 1.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 29.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 26.25
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 37.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 10.50
if Lymph_Nodes_Positive <= 10.50:
if Age <= 43.50:
if Age <= 29.00:
if BMI <= 22.75:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 22.75
if Lymph_Nodes_Examined <= 12.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 12.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 29.00
if Lymph_Nodes_Positive <= 9.50:
if Tumor_Size_cm <= 4.97:
if BMI <= 22.30:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 22.30
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.97
if Survival_Months <= 39.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 39.50
if Survival_Months <= 42.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 42.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 9.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 43.50
if BMI <= 22.25:
if Lymph_Nodes_Examined <= 11.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 11.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 22.25
if Age <= 54.00:
if Lymph_Nodes_Positive <= 8.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 8.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 54.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 10.50
if BMI <= 25.60:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 25.60
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.50
if Survival_Months <= 29.50:
if Age <= 44.00:
if Age <= 29.50:
if BMI <= 21.35:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 21.35
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 29.50
if Tumor_Size_cm <= 4.56:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.56
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 44.00
if Age <= 50.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 50.50
if Age <= 55.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 55.50
if Survival_Months <= 23.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 23.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 29.50
if Survival_Months <= 41.50:
if BMI <= 24.50:
if Survival_Months <= 30.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 30.50
if Age <= 22.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 22.50
if BMI <= 21.70:
if Lymph_Nodes_Positive <= 5.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.00
if Age <= 33.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 33.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 21.70
if Age <= 53.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 53.00
if Lymph_Nodes_Examined <= 16.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 16.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.50
if BMI <= 27.20:
if Age <= 45.50:
if Age <= 23.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 23.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 45.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 27.20
if Tumor_Size_cm <= 5.26:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 5.26
if Age <= 26.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 26.00
if Age <= 35.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 35.50
if Age <= 57.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 57.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 41.50
if Age <= 23.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 23.00
if Lymph_Nodes_Positive <= 1.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 1.00
if Age <= 53.00:
if Lymph_Nodes_Positive <= 4.50:
if Lymph_Nodes_Positive <= 2.50:
if Survival_Months <= 42.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 42.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.50
if BMI <= 29.10:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 29.10
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 53.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 62.50
if Tumor_Size_cm <= 8.98:
if Age <= 84.50:
if Age <= 70.50:
if Lymph_Nodes_Examined <= 14.50:
if Tumor_Size_cm <= 7.34:
if Tumor_Size_cm <= 5.11:
if Age <= 63.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 63.50
if Lymph_Nodes_Positive <= 10.00:
if Lymph_Nodes_Examined <= 12.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 12.50
if Lymph_Nodes_Examined <= 13.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 10.00
if Lymph_Nodes_Examined <= 12.50:
if BMI <= 22.90:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 22.90
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 12.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 5.11
if Survival_Months <= 35.50:
if Lymph_Nodes_Examined <= 13.50:
if Lymph_Nodes_Positive <= 8.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 8.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 35.50
if Age <= 66.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 66.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 7.34
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.50
if BMI <= 23.20:
if Survival_Months <= 25.00:
if Lymph_Nodes_Positive <= 7.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 7.00
if BMI <= 19.90:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 19.90
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 25.00
if Lymph_Nodes_Positive <= 2.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 23.20
if Age <= 69.50:
if Tumor_Size_cm <= 4.43:
if Age <= 66.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 66.00
if Survival_Months <= 23.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 23.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.43
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 69.50
if Tumor_Size_cm <= 3.98:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.98
if BMI <= 26.70:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 26.70
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 70.50
if BMI <= 20.20:
if Survival_Months <= 20.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 20.50
if Tumor_Size_cm <= 8.67:
if Tumor_Size_cm <= 1.30:
if Lymph_Nodes_Examined <= 17.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.30
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 8.67
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 20.20
if Survival_Months <= 18.00:
if Survival_Months <= 14.00:
if Tumor_Size_cm <= 6.06:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.06
if BMI <= 25.80:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 25.80
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 14.00
if BMI <= 22.40:
if Age <= 80.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 80.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 22.40
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 18.00
if Survival_Months <= 26.50:
if BMI <= 26.20:
if Survival_Months <= 20.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 20.00
if Age <= 71.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 71.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 26.20
if BMI <= 28.75:
if BMI <= 27.50:
if Tumor_Size_cm <= 7.72:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.72
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 27.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 28.75
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 26.50
if Tumor_Size_cm <= 7.71:
if Survival_Months <= 32.50:
if Tumor_Size_cm <= 4.11:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 4.11
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 32.50
if Age <= 78.50:
if Lymph_Nodes_Examined <= 14.50:
if Survival_Months <= 41.00:
if BMI <= 24.20:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 24.20
if Age <= 73.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 73.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 41.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 78.50
if Lymph_Nodes_Positive <= 11.50:
if Lymph_Nodes_Examined <= 13.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.00
if Lymph_Nodes_Examined <= 16.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 16.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 11.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.71
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 84.50
if BMI <= 26.10:
if Lymph_Nodes_Examined <= 16.50:
if Age <= 86.00:
if Lymph_Nodes_Positive <= 9.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 9.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 86.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 16.50
if BMI <= 24.40:
if Survival_Months <= 24.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 24.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 24.40
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 26.10
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 8.98
if Lymph_Nodes_Positive <= 9.50:
if Lymph_Nodes_Examined <= 12.50:
if BMI <= 26.35:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.35
if BMI <= 28.95:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 28.95
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 12.50
if BMI <= 24.25:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 24.25
if BMI <= 27.20:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 27.20
if Survival_Months <= 34.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 34.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 9.50
if BMI <= 21.10:
if Survival_Months <= 46.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 46.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 21.10
if Tumor_Size_cm <= 9.75:
if Lymph_Nodes_Examined <= 12.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 12.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 9.75
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 13.50
if Survival_Months <= 44.50:
if Tumor_Size_cm <= 7.80:
if Tumor_Size_cm <= 1.22:
if BMI <= 27.95:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 27.95
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.22
if Tumor_Size_cm <= 3.50:
if Lymph_Nodes_Examined <= 14.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 14.50
if Age <= 73.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 73.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.50
if Age <= 73.50:
if Lymph_Nodes_Examined <= 17.50:
if Age <= 28.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 28.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 17.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 73.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.80
if BMI <= 23.85:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 23.85
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 44.50
if Age <= 32.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 32.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 50.50
if BMI <= 24.85:
if Tumor_Size_cm <= 6.84:
if Age <= 41.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 41.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.84
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 24.85
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 31.55
if Survival_Months <= 32.50:
if Tumor_Size_cm <= 2.66:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.66
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 32.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 15.50
if Tumor_Size_cm <= 4.41:
if Lymph_Nodes_Positive <= 17.50:
if Tumor_Size_cm <= 2.01:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 2.01
if Survival_Months <= 24.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 24.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 17.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.41
if Lymph_Nodes_Examined <= 17.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 17.50
if Survival_Months <= 36.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 36.00
if BMI <= 25.40:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 25.40
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 31.75
if Age <= 58.50:
if Survival_Months <= 15.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 15.00
if Tumor_Size_cm <= 7.02:
if Lymph_Nodes_Examined <= 15.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 15.00
if BMI <= 32.70:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 32.70
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.02
if Age <= 30.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 30.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 58.50
if Age <= 80.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 80.50
if Age <= 86.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 86.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 32.85
if Tumor_Size_cm <= 8.36:
if BMI <= 35.10:
if BMI <= 34.35:
if BMI <= 33.50:
if Survival_Months <= 30.00:
if Tumor_Size_cm <= 3.16:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.16
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 30.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 33.50
if BMI <= 33.95:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 33.95
if Age <= 32.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 32.00
if Lymph_Nodes_Positive <= 10.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 10.00
if Age <= 40.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 40.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 34.35
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 35.10
if Age <= 76.00:
if Lymph_Nodes_Positive <= 5.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 5.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 76.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 8.36
if Lymph_Nodes_Examined <= 17.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 51.50
if BMI <= 23.55:
if Survival_Months <= 115.50:
if Age <= 85.50:
if Age <= 77.50:
if Lymph_Nodes_Positive <= 4.50:
if Survival_Months <= 111.50:
if BMI <= 22.45:
if Tumor_Size_cm <= 8.34:
if Survival_Months <= 100.50:
if Tumor_Size_cm <= 3.86:
if Tumor_Size_cm <= 2.45:
if BMI <= 18.35:
if Tumor_Size_cm <= 1.65:
if Lymph_Nodes_Positive <= 2.50:
if Lymph_Nodes_Positive <= 1.50:
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
if Age <= 40.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 40.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
if Lymph_Nodes_Examined <= 8.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 8.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.65
if Tumor_Size_cm <= 2.12:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 2.12
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 18.35
if BMI <= 22.20:
if Tumor_Size_cm <= 1.04:
if Age <= 24.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 24.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 1.04
if Age <= 42.00:
if Survival_Months <= 78.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 78.50
if Lymph_Nodes_Examined <= 8.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 8.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 42.00
if Survival_Months <= 61.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 61.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 22.20
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.45
if Lymph_Nodes_Examined <= 0.50:
if Survival_Months <= 68.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 68.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
if Survival_Months <= 67.50:
if BMI <= 20.55:
if Tumor_Size_cm <= 2.74:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.74
if Tumor_Size_cm <= 3.15:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.15
if Lymph_Nodes_Positive <= 2.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 20.55
if BMI <= 21.35:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 21.35
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 67.50
if Survival_Months <= 80.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 80.50
if Lymph_Nodes_Positive <= 2.50:
if Tumor_Size_cm <= 2.90:
if Age <= 55.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 55.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 2.90
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
if Tumor_Size_cm <= 3.37:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 3.37
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.86
if Survival_Months <= 52.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 52.50
if Tumor_Size_cm <= 7.92:
if Survival_Months <= 95.50:
if Tumor_Size_cm <= 7.72:
if Survival_Months <= 93.50:
if Survival_Months <= 66.50:
if Tumor_Size_cm <= 6.76:
if BMI <= 21.90:
if BMI <= 21.40:
if Tumor_Size_cm <= 5.43:
if BMI <= 14.75:
if Survival_Months <= 63.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 63.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 14.75
if Lymph_Nodes_Examined <= 4.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 4.00
if Survival_Months <= 61.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 61.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 5.43
if BMI <= 18.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 18.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 21.40
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 21.90
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.76
if Tumor_Size_cm <= 7.38:
if Age <= 65.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 65.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.38
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 66.50
if Tumor_Size_cm <= 4.20:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.20
if Survival_Months <= 75.50:
if BMI <= 21.15:
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 0.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 21.15
if BMI <= 21.85:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 21.85
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 75.50
if Age <= 43.00:
if Age <= 33.00:
if Tumor_Size_cm <= 4.47:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.47
if Tumor_Size_cm <= 5.97:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 5.97
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 33.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 43.00
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
if Lymph_Nodes_Positive <= 3.50:
if Age <= 63.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 63.00
if Age <= 70.00:
if Tumor_Size_cm <= 6.70:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 6.70
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 70.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.50
if Lymph_Nodes_Examined <= 5.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.00
if BMI <= 17.30:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 17.30
if Tumor_Size_cm <= 5.68:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 5.68
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 93.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.72
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 95.50
if BMI <= 17.25:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 17.25
if BMI <= 20.10:
if Age <= 76.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 76.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 20.10
if Tumor_Size_cm <= 6.50:
if Age <= 44.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 44.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 6.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.92
if Survival_Months <= 76.00:
if Lymph_Nodes_Examined <= 4.50:
if Tumor_Size_cm <= 8.13:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 8.13
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 4.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 76.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 100.50
if Survival_Months <= 110.50:
if Tumor_Size_cm <= 1.93:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 1.93
if Age <= 32.50:
if Lymph_Nodes_Examined <= 5.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.00
if Survival_Months <= 106.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 106.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 32.50
if Tumor_Size_cm <= 7.86:
if Survival_Months <= 106.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 106.50
if Tumor_Size_cm <= 3.79:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.79
if Age <= 61.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 61.50
if Age <= 70.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 70.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.86
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 110.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 8.34
if Survival_Months <= 69.00:
if BMI <= 20.55:
if Lymph_Nodes_Examined <= 1.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 1.50
if Age <= 58.50:
if Age <= 41.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 41.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 58.50
if BMI <= 19.10:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 19.10
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 20.55
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 69.00
if Age <= 38.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 38.50
if Survival_Months <= 101.00:
if Age <= 75.50:
if Lymph_Nodes_Positive <= 3.50:
if Tumor_Size_cm <= 9.27:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 9.27
if BMI <= 20.90:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 20.90
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.50
if Tumor_Size_cm <= 8.90:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.90
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 75.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 101.00
if BMI <= 19.75:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 19.75
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 22.45
if BMI <= 23.35:
if Survival_Months <= 66.50:
if BMI <= 22.95:
if Tumor_Size_cm <= 8.16:
if Lymph_Nodes_Positive <= 2.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
if Survival_Months <= 55.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 55.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.16
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 22.95
if Lymph_Nodes_Examined <= 6.50:
if Age <= 71.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 71.00
if Survival_Months <= 55.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 55.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 6.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 66.50
if Survival_Months <= 80.50:
if Lymph_Nodes_Examined <= 4.00:
if Age <= 28.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 28.00
if Age <= 61.50:
if Age <= 41.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 41.50
if Age <= 58.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 58.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 61.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 4.00
if Tumor_Size_cm <= 1.33:
if BMI <= 22.80:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 22.80
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.33
if Survival_Months <= 70.50:
if Tumor_Size_cm <= 6.94:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 6.94
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 70.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 80.50
if BMI <= 22.95:
if Survival_Months <= 95.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 95.50
if Survival_Months <= 104.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 104.00
if Lymph_Nodes_Examined <= 7.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 7.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 22.95
if Lymph_Nodes_Examined <= 5.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 5.00
if Survival_Months <= 109.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 109.00
if Lymph_Nodes_Examined <= 12.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 12.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 23.35
if Tumor_Size_cm <= 2.94:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.94
if Survival_Months <= 57.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 57.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 111.50
if Tumor_Size_cm <= 6.58:
if Lymph_Nodes_Positive <= 1.50:
if Tumor_Size_cm <= 3.44:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.44
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 1.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.58
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 4.50
if Lymph_Nodes_Examined <= 8.50:
if Survival_Months <= 92.50:
if Age <= 45.00:
if Age <= 26.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 26.00
if Tumor_Size_cm <= 8.54:
if Age <= 34.50:
if BMI <= 18.20:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 18.20
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 34.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.54
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 45.00
if Lymph_Nodes_Examined <= 7.50:
if Tumor_Size_cm <= 1.82:
if Survival_Months <= 64.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 64.50
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 5.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.82
if Age <= 71.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 71.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 7.50
if Survival_Months <= 70.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 70.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 92.50
if Survival_Months <= 106.50:
if Lymph_Nodes_Examined <= 5.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 5.50
if Tumor_Size_cm <= 9.14:
if Age <= 34.00:
if Tumor_Size_cm <= 6.79:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.79
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 34.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 9.14
if Tumor_Size_cm <= 9.59:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.59
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 106.50
if Tumor_Size_cm <= 3.23:
if Lymph_Nodes_Positive <= 6.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 6.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.23
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 8.50
if Age <= 26.50:
if Lymph_Nodes_Positive <= 13.50:
if BMI <= 22.70:
if Tumor_Size_cm <= 1.97:
if Survival_Months <= 76.00:
if Lymph_Nodes_Positive <= 6.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 6.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 76.00
if Lymph_Nodes_Positive <= 7.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 7.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 1.97
if BMI <= 11.75:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 11.75
if Survival_Months <= 93.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 93.50
if Survival_Months <= 99.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 99.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 22.70
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 13.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 26.50
if BMI <= 23.35:
if Tumor_Size_cm <= 7.12:
if Age <= 46.50:
if Lymph_Nodes_Examined <= 11.50:
if Lymph_Nodes_Examined <= 10.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 10.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 11.50
if Tumor_Size_cm <= 0.69:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.69
if BMI <= 19.45:
if BMI <= 17.25:
if Lymph_Nodes_Positive <= 12.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 12.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 17.25
if Age <= 29.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 29.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 19.45
if Lymph_Nodes_Positive <= 15.50:
if Lymph_Nodes_Positive <= 14.50:
if Age <= 33.50:
if BMI <= 20.95:
if Tumor_Size_cm <= 3.90:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.90
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 20.95
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 33.50
if Lymph_Nodes_Examined <= 14.00:
if Age <= 42.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 42.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.00
if BMI <= 23.25:
if Lymph_Nodes_Examined <= 18.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 18.00
if Age <= 38.00:
if Survival_Months <= 78.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 78.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 38.00
if Lymph_Nodes_Positive <= 10.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 10.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 23.25
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 14.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 15.50
if Age <= 35.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 35.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 46.50
if Age <= 52.50:
if BMI <= 17.80:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 17.80
if Survival_Months <= 71.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 71.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 52.50
if Lymph_Nodes_Examined <= 13.50:
if Lymph_Nodes_Positive <= 8.50:
if BMI <= 20.55:
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
if Survival_Months <= 97.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 97.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 20.55
if Survival_Months <= 70.50:
if BMI <= 21.70:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 21.70
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 70.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 8.50
if Survival_Months <= 100.50:
if Age <= 66.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 66.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 100.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.50
if Age <= 67.00:
if Survival_Months <= 94.50:
if Tumor_Size_cm <= 3.73:
if Tumor_Size_cm <= 1.66:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.66
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 3.73
if Tumor_Size_cm <= 4.99:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.99
if Lymph_Nodes_Examined <= 17.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.50
if BMI <= 17.15:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 17.15
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 94.50
if Lymph_Nodes_Positive <= 17.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 17.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 67.00
if Lymph_Nodes_Examined <= 17.50:
if Tumor_Size_cm <= 6.72:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.72
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 17.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.12
if BMI <= 22.85:
if Survival_Months <= 79.00:
if Tumor_Size_cm <= 7.30:
if Survival_Months <= 59.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 59.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.30
if Tumor_Size_cm <= 9.81:
if Tumor_Size_cm <= 9.03:
if Lymph_Nodes_Examined <= 12.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 12.50
if Lymph_Nodes_Examined <= 15.50:
if Survival_Months <= 62.00:
if Age <= 38.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 38.00
if Age <= 49.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 49.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 62.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 15.50
if BMI <= 17.95:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 17.95
if Survival_Months <= 76.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 76.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 9.03
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 9.81
if Lymph_Nodes_Positive <= 9.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 9.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 79.00
if Survival_Months <= 106.50:
if Tumor_Size_cm <= 9.42:
if BMI <= 22.20:
if Lymph_Nodes_Positive <= 11.50:
if Lymph_Nodes_Examined <= 9.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 9.50
if Lymph_Nodes_Positive <= 8.00:
if Lymph_Nodes_Examined <= 12.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 12.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 8.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 11.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 22.20
if Age <= 36.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 36.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 9.42
if Lymph_Nodes_Examined <= 13.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 13.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 106.50
if Survival_Months <= 112.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 112.50
if Lymph_Nodes_Positive <= 9.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 9.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 22.85
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 23.35
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 77.50
if Survival_Months <= 58.50:
if Age <= 79.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 79.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 58.50
if Age <= 80.50:
if Tumor_Size_cm <= 1.30:
if BMI <= 22.10:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 22.10
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.30
if BMI <= 22.55:
if Lymph_Nodes_Examined <= 13.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 13.50
if Lymph_Nodes_Examined <= 16.50:
if Tumor_Size_cm <= 4.51:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 4.51
if BMI <= 20.35:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 20.35
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 16.50
if Survival_Months <= 73.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 73.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 22.55
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 80.50
if Tumor_Size_cm <= 5.46:
if Lymph_Nodes_Positive <= 10.50:
if Lymph_Nodes_Positive <= 9.50:
if Survival_Months <= 107.50:
if Lymph_Nodes_Examined <= 17.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 107.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 9.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 10.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 5.46
if Lymph_Nodes_Examined <= 4.50:
if Survival_Months <= 73.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 73.50
if BMI <= 22.40:
if Lymph_Nodes_Examined <= 3.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 22.40
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 4.50
if Tumor_Size_cm <= 9.03:
if Survival_Months <= 87.00:
if Survival_Months <= 71.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 71.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 87.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 9.03
if BMI <= 19.95:
if Survival_Months <= 64.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 64.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 19.95
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 85.50
if BMI <= 19.25:
if Tumor_Size_cm <= 1.52:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 1.52
if Survival_Months <= 96.50:
if Tumor_Size_cm <= 6.07:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 6.07
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 96.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 19.25
if BMI <= 23.05:
if Age <= 88.50:
if Tumor_Size_cm <= 5.47:
if BMI <= 19.95:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 19.95
if Tumor_Size_cm <= 0.93:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.93
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 5.47
if Tumor_Size_cm <= 8.80:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.80
if Tumor_Size_cm <= 9.49:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.49
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 88.50
if Tumor_Size_cm <= 8.14:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 8.14
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 23.05
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 115.50
if BMI <= 16.10:
if Age <= 74.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 74.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 16.10
if Lymph_Nodes_Positive <= 5.50:
if BMI <= 21.30:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 21.30
if BMI <= 23.00:
if Age <= 64.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 64.50
if Lymph_Nodes_Examined <= 11.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 11.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 23.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
if BMI <= 21.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 21.00
if BMI <= 22.70:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 22.70
if Lymph_Nodes_Examined <= 11.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 11.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 23.55
if Tumor_Size_cm <= 1.61:
if Survival_Months <= 100.50:
if Lymph_Nodes_Positive <= 3.50:
if Tumor_Size_cm <= 0.90:
if Lymph_Nodes_Positive <= 1.50:
if BMI <= 37.85:
if Age <= 54.00:
if BMI <= 27.85:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 27.85
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 54.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 37.85
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Age <= 76.50:
if Survival_Months <= 61.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 61.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 76.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 0.90
if Age <= 33.00:
if Survival_Months <= 75.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 75.50
if Lymph_Nodes_Examined <= 1.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 1.50
if Lymph_Nodes_Examined <= 5.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 5.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 33.00
if Tumor_Size_cm <= 0.96:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.96
if Age <= 60.50:
if Survival_Months <= 64.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 64.00
if Lymph_Nodes_Examined <= 0.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 60.50
if BMI <= 27.15:
if Tumor_Size_cm <= 1.08:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.08
if BMI <= 25.95:
if Tumor_Size_cm <= 1.12:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.12
if Age <= 79.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 79.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 25.95
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 27.15
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.50
if Tumor_Size_cm <= 0.67:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.67
if Age <= 27.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 27.50
if Age <= 40.50:
if Age <= 33.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 33.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 40.50
if Survival_Months <= 84.50:
if BMI <= 26.15:
if Age <= 69.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 69.50
if Survival_Months <= 63.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 63.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 26.15
if Age <= 48.00:
if Age <= 43.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 43.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 48.00
if Lymph_Nodes_Examined <= 17.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 84.50
if Lymph_Nodes_Examined <= 15.50:
if Survival_Months <= 92.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 92.50
if BMI <= 26.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 26.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 15.50
if Survival_Months <= 96.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 96.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 100.50
if Lymph_Nodes_Positive <= 0.50:
if BMI <= 24.25:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.25
if BMI <= 28.45:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 28.45
if BMI <= 30.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 30.00
if Tumor_Size_cm <= 1.04:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.04
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
if BMI <= 26.45:
if Survival_Months <= 107.50:
if Survival_Months <= 102.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 102.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 107.50
if Tumor_Size_cm <= 1.53:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 1.53
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.45
if Lymph_Nodes_Positive <= 1.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 1.50
if BMI <= 31.50:
if Tumor_Size_cm <= 0.82:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 0.82
if Lymph_Nodes_Examined <= 11.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 11.00
if Age <= 58.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 58.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 31.50
if Lymph_Nodes_Examined <= 14.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.61
if BMI <= 25.75:
if Lymph_Nodes_Examined <= 0.50:
if Survival_Months <= 65.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 65.00
if Age <= 34.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 34.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
if Lymph_Nodes_Examined <= 2.50:
if Tumor_Size_cm <= 9.38:
if Age <= 43.00:
if Tumor_Size_cm <= 4.94:
if BMI <= 24.15:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 24.15
if Tumor_Size_cm <= 3.19:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.19
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 4.94
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 43.00
if Age <= 58.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 58.50
if Tumor_Size_cm <= 2.33:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.33
if Lymph_Nodes_Examined <= 1.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 1.50
if Survival_Months <= 107.00:
if Lymph_Nodes_Positive <= 1.50:
if BMI <= 24.20:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 24.20
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Age <= 66.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 66.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 107.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 9.38
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 2.50
if Tumor_Size_cm <= 7.18:
if Age <= 80.50:
if Lymph_Nodes_Positive <= 11.00:
if Tumor_Size_cm <= 5.89:
if BMI <= 24.55:
if BMI <= 23.65:
if Age <= 47.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 47.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 23.65
if Lymph_Nodes_Examined <= 9.50:
if Lymph_Nodes_Examined <= 3.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
if Survival_Months <= 94.50:
if Lymph_Nodes_Examined <= 8.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 8.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 94.50
if Lymph_Nodes_Examined <= 5.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 5.50
if Age <= 72.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 72.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.50
if Lymph_Nodes_Positive <= 2.50:
if Lymph_Nodes_Positive <= 1.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Age <= 35.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 35.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.55
if Age <= 48.00:
if Lymph_Nodes_Positive <= 7.50:
if Lymph_Nodes_Examined <= 14.00:
if Lymph_Nodes_Examined <= 8.50:
if Tumor_Size_cm <= 3.02:
if Survival_Months <= 75.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 75.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.02
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 8.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 7.50
if Age <= 27.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 27.50
if Age <= 39.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 39.00
if Survival_Months <= 108.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 108.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 48.00
if Lymph_Nodes_Positive <= 4.50:
if BMI <= 25.10:
if Age <= 79.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 79.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 25.10
if Age <= 71.50:
if Lymph_Nodes_Examined <= 14.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 71.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.50
if Lymph_Nodes_Examined <= 15.50:
if Age <= 69.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 69.50
if Lymph_Nodes_Positive <= 7.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 7.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 15.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 5.89
if Tumor_Size_cm <= 6.30:
if Tumor_Size_cm <= 6.12:
if Lymph_Nodes_Positive <= 2.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.12
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.30
if BMI <= 24.75:
if Tumor_Size_cm <= 6.60:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 6.60
if BMI <= 24.30:
if Age <= 45.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 45.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 24.30
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.75
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 11.00
if Age <= 66.00:
if BMI <= 23.80:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 23.80
if Survival_Months <= 55.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 55.00
if BMI <= 24.85:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 24.85
if Lymph_Nodes_Positive <= 12.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 12.50
if Tumor_Size_cm <= 6.44:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.44
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 66.00
if Tumor_Size_cm <= 3.02:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.02
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 80.50
if Survival_Months <= 94.50:
if Tumor_Size_cm <= 2.52:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.52
if Age <= 88.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 88.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 94.50
if BMI <= 25.10:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 25.10
if Tumor_Size_cm <= 6.11:
if Lymph_Nodes_Positive <= 3.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 3.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.11
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.18
if Lymph_Nodes_Examined <= 3.50:
if Survival_Months <= 67.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 67.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
if Lymph_Nodes_Positive <= 14.00:
if Survival_Months <= 80.50:
if Lymph_Nodes_Examined <= 15.00:
if Survival_Months <= 76.00:
if Lymph_Nodes_Examined <= 9.50:
if BMI <= 25.05:
if Lymph_Nodes_Examined <= 6.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 6.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 25.05
if Lymph_Nodes_Positive <= 2.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 2.00
if Lymph_Nodes_Positive <= 4.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.50
if Tumor_Size_cm <= 8.73:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.73
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 76.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 15.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 80.50
if Age <= 34.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 34.50
if Tumor_Size_cm <= 8.65:
if Lymph_Nodes_Examined <= 12.00:
if BMI <= 24.90:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 24.90
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 12.00
if Survival_Months <= 93.00:
if Tumor_Size_cm <= 7.55:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.55
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 93.00
if Survival_Months <= 110.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 110.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 8.65
if BMI <= 24.45:
if BMI <= 24.10:
if Survival_Months <= 97.50:
if Age <= 43.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 43.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 97.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 24.10
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 24.45
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 14.00
if Lymph_Nodes_Positive <= 17.50:
if Age <= 34.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 34.00
if BMI <= 25.65:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 25.65
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 17.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 25.75
if Tumor_Size_cm <= 9.12:
if Survival_Months <= 63.50:
if BMI <= 26.05:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 26.05
if Lymph_Nodes_Examined <= 15.50:
if Tumor_Size_cm <= 8.16:
if Tumor_Size_cm <= 6.89:
if Lymph_Nodes_Examined <= 4.50:
if Lymph_Nodes_Examined <= 2.50:
if BMI <= 28.90:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 28.90
if Survival_Months <= 53.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 53.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 2.50
if BMI <= 29.75:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 29.75
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 4.50
if Survival_Months <= 62.50:
if Survival_Months <= 59.00:
if Tumor_Size_cm <= 4.50:
if Tumor_Size_cm <= 3.27:
if Age <= 39.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 39.00
if BMI <= 29.75:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.75
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.27
if Lymph_Nodes_Positive <= 3.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 3.00
if Age <= 27.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 27.00
if Tumor_Size_cm <= 3.67:
if Age <= 30.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 30.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 3.67
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.50
if BMI <= 30.35:
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
if Lymph_Nodes_Examined <= 6.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 6.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 30.35
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 59.00
if Tumor_Size_cm <= 6.31:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.31
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 62.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.89
if Survival_Months <= 55.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 55.00
if BMI <= 26.40:
if Survival_Months <= 60.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 60.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 26.40
if Age <= 56.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 56.00
if BMI <= 30.50:
if Lymph_Nodes_Examined <= 4.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 4.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 30.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.16
if Tumor_Size_cm <= 8.92:
if Lymph_Nodes_Examined <= 9.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.00
if Tumor_Size_cm <= 8.48:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 8.48
if Age <= 55.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 55.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 8.92
if Survival_Months <= 53.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 53.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 15.50
if Tumor_Size_cm <= 5.31:
if Survival_Months <= 61.50:
if Survival_Months <= 59.50:
if Survival_Months <= 52.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 52.50
if BMI <= 26.65:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.65
if BMI <= 27.65:
if Age <= 58.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 58.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 27.65
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 59.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 61.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 5.31
if Age <= 54.50:
if Age <= 47.50:
if Lymph_Nodes_Positive <= 3.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.00
if Survival_Months <= 59.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 59.00
if BMI <= 29.10:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 29.10
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 47.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 54.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 63.50
if Tumor_Size_cm <= 1.69:
if Survival_Months <= 112.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 112.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 1.69
if Tumor_Size_cm <= 3.42:
if Tumor_Size_cm <= 2.43:
if Tumor_Size_cm <= 2.30:
if Tumor_Size_cm <= 1.84:
if Survival_Months <= 97.50:
if Age <= 72.50:
if Tumor_Size_cm <= 1.76:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 1.76
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 72.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 97.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 1.84
if Lymph_Nodes_Examined <= 17.00:
if Tumor_Size_cm <= 2.03:
if Lymph_Nodes_Positive <= 3.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 3.50
if Lymph_Nodes_Positive <= 4.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.03
if Tumor_Size_cm <= 2.25:
if Tumor_Size_cm <= 2.16:
if Tumor_Size_cm <= 2.05:
if Age <= 33.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 33.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 2.05
if BMI <= 32.85:
if Tumor_Size_cm <= 2.07:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.07
if Age <= 71.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 71.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 32.85
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 2.16
if Lymph_Nodes_Examined <= 5.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.00
if Survival_Months <= 71.00:
if Age <= 56.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 56.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 71.00
if BMI <= 28.90:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 28.90
if Age <= 78.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 78.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 2.25
if BMI <= 30.65:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 30.65
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 2.30
if Lymph_Nodes_Examined <= 5.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 2.43
if Survival_Months <= 90.50:
if Tumor_Size_cm <= 3.37:
if Age <= 48.00:
if Survival_Months <= 74.50:
if Age <= 41.50:
if Lymph_Nodes_Positive <= 2.50:
if Survival_Months <= 72.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 72.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 2.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 41.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 74.50
if Survival_Months <= 86.00:
if Tumor_Size_cm <= 3.06:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.06
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 86.00
if Survival_Months <= 88.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 88.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 48.00
if Survival_Months <= 84.00:
if Lymph_Nodes_Examined <= 8.50:
if Survival_Months <= 82.00:
if Lymph_Nodes_Examined <= 6.50:
if Survival_Months <= 71.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 71.00
if BMI <= 28.45:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 28.45
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 6.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 82.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 8.50
if Age <= 71.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 71.50
if BMI <= 26.70:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.70
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 84.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 3.37
if Lymph_Nodes_Examined <= 5.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 5.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 90.50
if Lymph_Nodes_Examined <= 13.50:
if Survival_Months <= 95.50:
if Survival_Months <= 92.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 92.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 95.50
if Lymph_Nodes_Examined <= 8.50:
if Survival_Months <= 114.50:
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 114.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 8.50
if Age <= 27.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 27.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 13.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.42
if Tumor_Size_cm <= 3.88:
if Age <= 28.50:
if BMI <= 27.80:
if Tumor_Size_cm <= 3.65:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.65
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 27.80
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 28.50
if Tumor_Size_cm <= 3.72:
if Age <= 59.00:
if Age <= 32.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 32.50
if Survival_Months <= 72.00:
if BMI <= 30.60:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 30.60
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 72.00
if BMI <= 27.45:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 27.45
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 59.00
if Lymph_Nodes_Examined <= 17.50:
if Tumor_Size_cm <= 3.67:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.67
if BMI <= 27.85:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 27.85
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 17.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.72
if BMI <= 26.55:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 26.55
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.88
if Tumor_Size_cm <= 4.15:
if Tumor_Size_cm <= 4.02:
if Tumor_Size_cm <= 3.89:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 3.89
if Tumor_Size_cm <= 3.98:
if Tumor_Size_cm <= 3.91:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 3.91
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 3.98
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.02
if Lymph_Nodes_Examined <= 8.00:
if Age <= 50.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 50.50
if Lymph_Nodes_Examined <= 2.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 2.50
if BMI <= 29.45:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.45
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 8.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.15
if Tumor_Size_cm <= 4.43:
if Tumor_Size_cm <= 4.34:
if Lymph_Nodes_Examined <= 10.00:
if Lymph_Nodes_Examined <= 2.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 2.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 10.00
if BMI <= 29.30:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 29.30
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.34
if BMI <= 27.45:
if Lymph_Nodes_Positive <= 7.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 7.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 27.45
if Lymph_Nodes_Examined <= 12.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 12.00
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 4.43
if BMI <= 30.85:
if Lymph_Nodes_Positive <= 16.50:
if BMI <= 28.55:
if Survival_Months <= 116.50:
if Tumor_Size_cm <= 8.94:
if Lymph_Nodes_Examined <= 0.50:
if Survival_Months <= 95.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 95.00
if Tumor_Size_cm <= 8.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 8.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 0.50
if Lymph_Nodes_Positive <= 0.50:
if Age <= 41.00:
if Survival_Months <= 106.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 106.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 41.00
if BMI <= 26.10:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.10
if BMI <= 27.95:
if Age <= 59.00:
if Tumor_Size_cm <= 5.77:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 5.77
if Age <= 51.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 51.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 59.00
if BMI <= 26.70:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 26.70
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 27.95
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 0.50
if Survival_Months <= 115.50:
if Age <= 33.00:
if Tumor_Size_cm <= 6.27:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.27
if Tumor_Size_cm <= 7.49:
if Lymph_Nodes_Positive <= 4.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.00
if Lymph_Nodes_Positive <= 8.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 8.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.49
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 33.00
if Tumor_Size_cm <= 6.31:
if Lymph_Nodes_Examined <= 15.00:
if BMI <= 26.20:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 26.20
if BMI <= 26.90:
if Survival_Months <= 69.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 69.50
if Lymph_Nodes_Positive <= 6.50:
if Lymph_Nodes_Examined <= 10.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 10.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 6.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 26.90
if Age <= 70.50:
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
if Age <= 41.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 41.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Age > 70.50
if Tumor_Size_cm <= 5.47:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 5.47
if Lymph_Nodes_Examined <= 11.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 11.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 15.00
if Survival_Months <= 83.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 83.50
if Age <= 61.00:
if Age <= 47.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 47.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 61.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 6.31
if Tumor_Size_cm <= 7.99:
if BMI <= 25.95:
if Tumor_Size_cm <= 6.39:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.39
if Lymph_Nodes_Examined <= 9.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 9.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 25.95
if Survival_Months <= 76.00:
if Lymph_Nodes_Examined <= 15.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 15.50
if Lymph_Nodes_Positive <= 9.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Positive > 9.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 76.00
if Tumor_Size_cm <= 7.52:
if Tumor_Size_cm <= 7.42:
if BMI <= 28.40:
if Tumor_Size_cm <= 6.48:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.48
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 28.40
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.42
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.52
if Tumor_Size_cm <= 7.88:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 7.88
if Lymph_Nodes_Positive <= 5.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 7.99
if Survival_Months <= 104.50:
if Lymph_Nodes_Positive <= 5.50:
if BMI <= 27.85:
if Age <= 40.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 40.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 27.85
if Survival_Months <= 76.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 76.00
if Survival_Months <= 80.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 80.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
if Survival_Months <= 87.00:
if Tumor_Size_cm <= 8.65:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.65
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 87.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 104.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 115.50
if Tumor_Size_cm <= 8.13:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.13
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 8.94
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 116.50
if Tumor_Size_cm <= 8.07:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 8.07
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 28.55
if Lymph_Nodes_Examined <= 9.50:
if Tumor_Size_cm <= 7.38:
if Age <= 28.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 28.50
if Survival_Months <= 87.50:
if Survival_Months <= 82.00:
if BMI <= 29.65:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.65
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 82.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 87.50
if Tumor_Size_cm <= 4.78:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.78
if Lymph_Nodes_Examined <= 3.50:
if Tumor_Size_cm <= 5.35:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 5.35
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 3.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.38
if Survival_Months <= 67.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 67.00
if Survival_Months <= 77.00:
if BMI <= 29.05:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 29.05
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 77.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.50
if Lymph_Nodes_Positive <= 5.50:
if Survival_Months <= 90.00:
if Tumor_Size_cm <= 5.19:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 5.19
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 90.00
if BMI <= 29.15:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.15
if Survival_Months <= 116.50:
if Age <= 31.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 31.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 116.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 5.50
if BMI <= 28.75:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 28.75
if BMI <= 29.05:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 29.05
if BMI <= 29.90:
if Lymph_Nodes_Examined <= 14.00:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 14.00
if Tumor_Size_cm <= 4.65:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.65
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 29.90
if Tumor_Size_cm <= 6.95:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 6.95
if Age <= 34.00:
if Survival_Months <= 87.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 87.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 34.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 16.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 30.85
if Tumor_Size_cm <= 8.55:
if Age <= 54.50:
if Age <= 26.50:
if Age <= 21.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 21.50
if BMI <= 31.60:
if Lymph_Nodes_Positive <= 5.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 5.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 31.60
if Lymph_Nodes_Positive <= 0.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 0.50
if Lymph_Nodes_Positive <= 1.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 26.50
if Age <= 43.00:
if Survival_Months <= 87.00:
if Tumor_Size_cm <= 6.15:
if Survival_Months <= 81.00:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Survival_Months > 81.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.15
if Survival_Months <= 76.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 76.50
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 87.00
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Age > 43.00
if Lymph_Nodes_Positive <= 11.00:
if Lymph_Nodes_Examined <= 3.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 3.00
if Lymph_Nodes_Examined <= 6.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 6.00
if Tumor_Size_cm <= 4.94:
if Survival_Months <= 102.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Survival_Months > 102.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 4.94
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 11.00
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Age > 54.50
if Tumor_Size_cm <= 7.77:
if Tumor_Size_cm <= 6.19:
if Tumor_Size_cm <= 5.78:
if BMI <= 33.15:
if Lymph_Nodes_Examined <= 4.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 4.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if BMI > 33.15
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 5.78
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Tumor_Size_cm > 6.19
if Survival_Months <= 94.00:
if BMI <= 31.85:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 31.85
if Survival_Months <= 78.00:
if BMI <= 34.00:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if BMI > 34.00
if BMI <= 34.25:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if BMI > 34.25
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 78.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Survival_Months > 94.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 7.77
if Age <= 68.50:
if BMI <= 37.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 37.50
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 68.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 8.55
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Tumor_Size_cm > 9.12
if Lymph_Nodes_Examined <= 5.50:
if Tumor_Size_cm <= 9.46:
if Tumor_Size_cm <= 9.14:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Tumor_Size_cm > 9.14
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.46
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 5.50
if Lymph_Nodes_Examined <= 16.50:
if Age <= 78.50:
if Survival_Months <= 111.50:
if Age <= 77.50:
if Survival_Months <= 52.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 52.50
if Survival_Months <= 57.50:
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 57.50
if Survival_Months <= 70.00:
if Lymph_Nodes_Examined <= 12.50:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Examined > 12.50
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 70.00
if Tumor_Size_cm <= 9.32:
if Survival_Months <= 106.50:
if BMI <= 33.60:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 33.60
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Survival_Months > 106.50
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Tumor_Size_cm > 9.32
if Lymph_Nodes_Positive <= 9.00:
if Lymph_Nodes_Examined <= 13.00:
if Tumor_Size_cm <= 9.37:
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.37
if Age <= 49.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Age > 49.00
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Lymph_Nodes_Examined > 13.00
if Lymph_Nodes_Positive <= 1.50:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Lymph_Nodes_Positive > 1.50
if Lymph_Nodes_Positive <= 4.50:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Positive > 4.50
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Lymph_Nodes_Positive > 9.00
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 77.50
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 111.50
if Survival_Months <= 115.00:
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if Survival_Months > 115.00
if BMI <= 30.70:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if BMI > 30.70
predict class counts: [0. 0. 0. 0. 1. 0.]
else: # if Age > 78.50
if Tumor_Size_cm <= 9.61:
if BMI <= 31.15:
if Lymph_Nodes_Examined <= 9.00:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 9.00
predict class counts: [0. 0. 1. 0. 0. 0.]
else: # if BMI > 31.15
predict class counts: [0. 0. 0. 0. 0. 1.]
else: # if Tumor_Size_cm > 9.61
if Age <= 85.50:
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Age > 85.50
if BMI <= 29.30:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if BMI > 29.30
predict class counts: [1. 0. 0. 0. 0. 0.]
else: # if Lymph_Nodes_Examined > 16.50
if Survival_Months <= 80.50:
predict class counts: [0. 1. 0. 0. 0. 0.]
else: # if Survival_Months > 80.50
if Lymph_Nodes_Examined <= 18.00:
predict class counts: [0. 0. 0. 1. 0. 0.]
else: # if Lymph_Nodes_Examined > 18.00
predict class counts: [1. 0. 0. 0. 0. 0.]
In [5]:
from sklearn.tree import _tree
def extract_rules_list(model, feature_names, class_names):
tree = model.tree_
feature_name = [
feature_names[i] if i != _tree.TREE_UNDEFINED else "undefined!"
for i in tree.feature
]
rules = []
def recurse(node, conditions):
if tree.feature[node] != _tree.TREE_UNDEFINED:
name = feature_name[node]
threshold = tree.threshold[node]
recurse(tree.children_left[node], conditions + [f"{name} <= {threshold:.2f}"])
recurse(tree.children_right[node], conditions + [f"{name} > {threshold:.2f}"])
else:
class_id = tree.value[node][0].argmax()
class_label = class_names[class_id]
rule = "IF " + " AND ".join(conditions) + f" THEN class = {class_label}"
rules.append(rule)
recurse(0, [])
return rules
# After fitting your tree
rules_list = extract_rules_list(clf, list(X.columns), clf.classes_)
# Print all rules at once, numbered
for i, rule in enumerate(rules_list):
print(f"Rule {i+1}: {rule}")
Rule 1: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months <= 28.00 THEN class = Lung Rule 2: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 28.00 AND Lymph_Nodes_Positive <= 0.50 AND Survival_Months <= 83.50 AND Survival_Months <= 42.50 THEN class = Skin Rule 3: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 28.00 AND Lymph_Nodes_Positive <= 0.50 AND Survival_Months <= 83.50 AND Survival_Months > 42.50 THEN class = Leukemia Rule 4: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 28.00 AND Lymph_Nodes_Positive <= 0.50 AND Survival_Months > 83.50 AND Tumor_Size_cm <= 2.31 THEN class = Breast Rule 5: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 28.00 AND Lymph_Nodes_Positive <= 0.50 AND Survival_Months > 83.50 AND Tumor_Size_cm > 2.31 THEN class = Colon Rule 6: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 28.00 AND Lymph_Nodes_Positive > 0.50 THEN class = Colon Rule 7: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive > 2.50 AND BMI <= 20.85 AND Tumor_Size_cm <= 3.40 THEN class = Prostate Rule 8: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive > 2.50 AND BMI <= 20.85 AND Tumor_Size_cm > 3.40 THEN class = Breast Rule 9: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive > 2.50 AND BMI > 20.85 THEN class = Skin Rule 10: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months <= 12.50 AND Tumor_Size_cm <= 4.59 AND Age <= 18.50 THEN class = Leukemia Rule 11: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months <= 12.50 AND Tumor_Size_cm <= 4.59 AND Age > 18.50 THEN class = Prostate Rule 12: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months <= 12.50 AND Tumor_Size_cm > 4.59 THEN class = Lung Rule 13: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI <= 21.95 AND Age <= 18.50 THEN class = Breast Rule 14: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI <= 21.95 AND Age > 18.50 THEN class = Leukemia Rule 15: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI > 21.95 AND BMI <= 24.90 THEN class = Leukemia Rule 16: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI > 21.95 AND BMI > 24.90 AND Survival_Months <= 117.00 AND Tumor_Size_cm <= 4.42 THEN class = Leukemia Rule 17: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI > 21.95 AND BMI > 24.90 AND Survival_Months <= 117.00 AND Tumor_Size_cm > 4.42 AND Lymph_Nodes_Examined <= 9.50 THEN class = Leukemia Rule 18: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI > 21.95 AND BMI > 24.90 AND Survival_Months <= 117.00 AND Tumor_Size_cm > 4.42 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 26.45 THEN class = Colon Rule 19: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI > 21.95 AND BMI > 24.90 AND Survival_Months <= 117.00 AND Tumor_Size_cm > 4.42 AND Lymph_Nodes_Examined > 9.50 AND BMI > 26.45 THEN class = Skin Rule 20: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined <= 18.50 AND Survival_Months > 12.50 AND BMI > 21.95 AND BMI > 24.90 AND Survival_Months > 117.00 THEN class = Lung Rule 21: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined > 18.50 AND Tumor_Size_cm <= 1.71 THEN class = Colon Rule 22: IF Age <= 19.50 AND Tumor_Size_cm <= 7.43 AND Lymph_Nodes_Examined > 7.00 AND Lymph_Nodes_Examined > 18.50 AND Tumor_Size_cm > 1.71 THEN class = Prostate Rule 23: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Positive <= 4.00 AND BMI <= 20.20 THEN class = Breast Rule 24: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Positive <= 4.00 AND BMI > 20.20 AND Age <= 18.50 AND Lymph_Nodes_Examined <= 3.00 THEN class = Leukemia Rule 25: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Positive <= 4.00 AND BMI > 20.20 AND Age <= 18.50 AND Lymph_Nodes_Examined > 3.00 THEN class = Prostate Rule 26: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Positive <= 4.00 AND BMI > 20.20 AND Age > 18.50 THEN class = Lung Rule 27: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Positive > 4.00 THEN class = Breast Rule 28: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive > 9.50 AND Tumor_Size_cm <= 7.96 THEN class = Lung Rule 29: IF Age <= 19.50 AND Tumor_Size_cm > 7.43 AND Lymph_Nodes_Positive > 9.50 AND Tumor_Size_cm > 7.96 THEN class = Colon Rule 30: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months <= 3.50 AND Tumor_Size_cm <= 4.32 AND Age <= 75.00 AND Lymph_Nodes_Examined <= 8.50 THEN class = Skin Rule 31: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months <= 3.50 AND Tumor_Size_cm <= 4.32 AND Age <= 75.00 AND Lymph_Nodes_Examined > 8.50 THEN class = Prostate Rule 32: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months <= 3.50 AND Tumor_Size_cm <= 4.32 AND Age > 75.00 AND Lymph_Nodes_Positive <= 4.00 THEN class = Prostate Rule 33: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months <= 3.50 AND Tumor_Size_cm <= 4.32 AND Age > 75.00 AND Lymph_Nodes_Positive > 4.00 THEN class = Skin Rule 34: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months <= 3.50 AND Tumor_Size_cm > 4.32 AND BMI <= 20.85 THEN class = Leukemia Rule 35: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months <= 3.50 AND Tumor_Size_cm > 4.32 AND BMI > 20.85 THEN class = Colon Rule 36: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI <= 20.40 AND Tumor_Size_cm <= 1.05 AND Tumor_Size_cm <= 0.90 AND BMI <= 18.65 THEN class = Breast Rule 37: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI <= 20.40 AND Tumor_Size_cm <= 1.05 AND Tumor_Size_cm <= 0.90 AND BMI > 18.65 THEN class = Skin Rule 38: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI <= 20.40 AND Tumor_Size_cm <= 1.05 AND Tumor_Size_cm > 0.90 AND BMI <= 14.70 THEN class = Leukemia Rule 39: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI <= 20.40 AND Tumor_Size_cm <= 1.05 AND Tumor_Size_cm > 0.90 AND BMI > 14.70 THEN class = Colon Rule 40: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI <= 20.40 AND Tumor_Size_cm > 1.05 THEN class = Breast Rule 41: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive <= 0.50 AND Age <= 76.00 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 1.31 THEN class = Lung Rule 42: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive <= 0.50 AND Age <= 76.00 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm > 1.31 THEN class = Leukemia Rule 43: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive <= 0.50 AND Age <= 76.00 AND Lymph_Nodes_Examined > 2.50 THEN class = Leukemia Rule 44: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive <= 0.50 AND Age > 76.00 AND Age <= 79.50 THEN class = Colon Rule 45: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive <= 0.50 AND Age > 76.00 AND Age > 79.50 THEN class = Prostate Rule 46: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm <= 0.80 AND Survival_Months <= 26.50 THEN class = Lung Rule 47: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm <= 0.80 AND Survival_Months > 26.50 AND BMI <= 24.35 THEN class = Colon Rule 48: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm <= 0.80 AND Survival_Months > 26.50 AND BMI > 24.35 THEN class = Skin Rule 49: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm > 0.80 AND Tumor_Size_cm <= 0.84 THEN class = Breast Rule 50: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm > 0.80 AND Tumor_Size_cm > 0.84 AND Tumor_Size_cm <= 1.23 THEN class = Colon Rule 51: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm > 0.80 AND Tumor_Size_cm > 0.84 AND Tumor_Size_cm > 1.23 AND Age <= 51.00 THEN class = Colon Rule 52: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm > 0.80 AND Tumor_Size_cm > 0.84 AND Tumor_Size_cm > 1.23 AND Age > 51.00 AND Age <= 72.00 THEN class = Leukemia Rule 53: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm <= 1.38 AND BMI > 20.40 AND Lymph_Nodes_Positive > 0.50 AND Tumor_Size_cm > 0.80 AND Tumor_Size_cm > 0.84 AND Tumor_Size_cm > 1.23 AND Age > 51.00 AND Age > 72.00 THEN class = Breast Rule 54: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm > 1.38 AND BMI <= 21.20 AND Lymph_Nodes_Examined <= 2.50 THEN class = Leukemia Rule 55: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm > 1.38 AND BMI <= 21.20 AND Lymph_Nodes_Examined > 2.50 THEN class = Colon Rule 56: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm > 1.38 AND BMI > 21.20 AND Survival_Months <= 13.00 THEN class = Skin Rule 57: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI <= 30.25 AND Tumor_Size_cm > 1.38 AND BMI > 21.20 AND Survival_Months > 13.00 THEN class = Prostate Rule 58: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI > 30.25 AND Age <= 35.50 AND Tumor_Size_cm <= 1.31 THEN class = Prostate Rule 59: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI > 30.25 AND Age <= 35.50 AND Tumor_Size_cm > 1.31 THEN class = Lung Rule 60: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI > 30.25 AND Age > 35.50 AND Lymph_Nodes_Examined <= 1.00 AND Tumor_Size_cm <= 1.44 THEN class = Prostate Rule 61: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI > 30.25 AND Age > 35.50 AND Lymph_Nodes_Examined <= 1.00 AND Tumor_Size_cm > 1.44 THEN class = Skin Rule 62: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm <= 1.63 AND BMI > 30.25 AND Age > 35.50 AND Lymph_Nodes_Examined > 1.00 THEN class = Skin Rule 63: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months <= 18.50 AND BMI <= 22.25 THEN class = Colon Rule 64: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months <= 18.50 AND BMI > 22.25 AND Lymph_Nodes_Positive <= 0.50 THEN class = Breast Rule 65: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months <= 18.50 AND BMI > 22.25 AND Lymph_Nodes_Positive > 0.50 THEN class = Lung Rule 66: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months > 18.50 AND Age <= 64.50 THEN class = Skin Rule 67: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months > 18.50 AND Age > 64.50 AND Survival_Months <= 36.00 THEN class = Lung Rule 68: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months > 18.50 AND Age > 64.50 AND Survival_Months > 36.00 AND BMI <= 20.70 THEN class = Lung Rule 69: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI <= 25.85 AND Survival_Months > 18.50 AND Age > 64.50 AND Survival_Months > 36.00 AND BMI > 20.70 THEN class = Skin Rule 70: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI > 25.85 AND Survival_Months <= 33.00 THEN class = Breast Rule 71: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI > 25.85 AND Survival_Months > 33.00 AND Survival_Months <= 43.50 THEN class = Colon Rule 72: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI > 25.85 AND Survival_Months > 33.00 AND Survival_Months > 43.50 AND BMI <= 28.05 THEN class = Prostate Rule 73: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive <= 3.50 AND BMI > 25.85 AND Survival_Months > 33.00 AND Survival_Months > 43.50 AND BMI > 28.05 THEN class = Breast Rule 74: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive > 3.50 AND BMI <= 28.65 AND Lymph_Nodes_Examined <= 4.50 AND Survival_Months <= 35.50 THEN class = Breast Rule 75: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive > 3.50 AND BMI <= 28.65 AND Lymph_Nodes_Examined <= 4.50 AND Survival_Months > 35.50 THEN class = Lung Rule 76: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive > 3.50 AND BMI <= 28.65 AND Lymph_Nodes_Examined > 4.50 THEN class = Lung Rule 77: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm <= 2.36 AND Tumor_Size_cm > 1.63 AND Lymph_Nodes_Positive > 3.50 AND BMI > 28.65 THEN class = Skin Rule 78: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm > 2.36 AND Survival_Months <= 18.50 AND Age <= 55.00 THEN class = Prostate Rule 79: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm > 2.36 AND Survival_Months <= 18.50 AND Age > 55.00 THEN class = Skin Rule 80: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm <= 2.44 AND Tumor_Size_cm > 2.36 AND Survival_Months > 18.50 THEN class = Breast Rule 81: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined <= 0.50 THEN class = Colon Rule 82: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 THEN class = Skin Rule 83: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm <= 2.69 THEN class = Prostate Rule 84: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months <= 11.50 AND Lymph_Nodes_Examined <= 3.50 THEN class = Breast Rule 85: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months <= 11.50 AND Lymph_Nodes_Examined > 3.50 THEN class = Lung Rule 86: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months > 11.50 AND Lymph_Nodes_Examined <= 2.50 THEN class = Prostate Rule 87: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months > 11.50 AND Lymph_Nodes_Examined > 2.50 AND BMI <= 21.70 AND Age <= 49.50 AND Lymph_Nodes_Positive <= 2.50 THEN class = Leukemia Rule 88: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months > 11.50 AND Lymph_Nodes_Examined > 2.50 AND BMI <= 21.70 AND Age <= 49.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 3.50 THEN class = Breast Rule 89: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months > 11.50 AND Lymph_Nodes_Examined > 2.50 AND BMI <= 21.70 AND Age <= 49.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 3.50 THEN class = Skin Rule 90: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months > 11.50 AND Lymph_Nodes_Examined > 2.50 AND BMI <= 21.70 AND Age > 49.50 THEN class = Leukemia Rule 91: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 21.95 AND Tumor_Size_cm > 2.69 AND Survival_Months > 11.50 AND Lymph_Nodes_Examined > 2.50 AND BMI > 21.70 THEN class = Breast Rule 92: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm <= 3.12 THEN class = Lung Rule 93: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm > 3.12 AND Survival_Months <= 11.50 AND Lymph_Nodes_Examined <= 2.50 THEN class = Skin Rule 94: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm > 3.12 AND Survival_Months <= 11.50 AND Lymph_Nodes_Examined > 2.50 AND Lymph_Nodes_Examined <= 4.00 THEN class = Prostate Rule 95: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm > 3.12 AND Survival_Months <= 11.50 AND Lymph_Nodes_Examined > 2.50 AND Lymph_Nodes_Examined > 4.00 THEN class = Lung Rule 96: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm > 3.12 AND Survival_Months > 11.50 THEN class = Skin Rule 97: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive > 2.50 AND BMI <= 23.70 THEN class = Leukemia Rule 98: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months <= 22.50 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 21.95 AND Lymph_Nodes_Positive > 2.50 AND BMI > 23.70 THEN class = Prostate Rule 99: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months > 22.50 AND Age <= 31.00 THEN class = Colon Rule 100: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months > 22.50 AND Age > 31.00 AND Tumor_Size_cm <= 5.38 AND Lymph_Nodes_Positive <= 4.50 THEN class = Skin Rule 101: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months > 22.50 AND Age > 31.00 AND Tumor_Size_cm <= 5.38 AND Lymph_Nodes_Positive > 4.50 AND Tumor_Size_cm <= 3.36 THEN class = Leukemia Rule 102: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months > 22.50 AND Age > 31.00 AND Tumor_Size_cm <= 5.38 AND Lymph_Nodes_Positive > 4.50 AND Tumor_Size_cm > 3.36 THEN class = Skin Rule 103: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months <= 31.50 AND Survival_Months > 22.50 AND Age > 31.00 AND Tumor_Size_cm > 5.38 THEN class = Prostate Rule 104: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm <= 3.24 AND BMI <= 18.80 THEN class = Leukemia Rule 105: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm <= 3.24 AND BMI > 18.80 THEN class = Prostate Rule 106: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI <= 15.65 THEN class = Prostate Rule 107: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age <= 55.50 THEN class = Colon Rule 108: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Positive <= 0.50 THEN class = Leukemia Rule 109: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Positive > 0.50 THEN class = Skin Rule 110: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months <= 38.50 THEN class = Prostate Rule 111: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months > 38.50 AND Tumor_Size_cm <= 3.98 AND BMI <= 21.15 AND Age <= 62.00 THEN class = Lung Rule 112: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months > 38.50 AND Tumor_Size_cm <= 3.98 AND BMI <= 21.15 AND Age > 62.00 THEN class = Colon Rule 113: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months > 38.50 AND Tumor_Size_cm <= 3.98 AND BMI > 21.15 THEN class = Lung Rule 114: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm <= 4.12 AND Age > 55.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months > 38.50 AND Tumor_Size_cm > 3.98 THEN class = Prostate Rule 115: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm > 4.12 AND Lymph_Nodes_Examined <= 3.50 AND Age <= 57.00 THEN class = Lung Rule 116: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm > 4.12 AND Lymph_Nodes_Examined <= 3.50 AND Age > 57.00 AND Survival_Months <= 48.50 THEN class = Skin Rule 117: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm > 4.12 AND Lymph_Nodes_Examined <= 3.50 AND Age > 57.00 AND Survival_Months > 48.50 THEN class = Breast Rule 118: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm > 4.12 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Examined <= 6.50 THEN class = Leukemia Rule 119: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm > 4.12 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Examined > 6.50 AND Age <= 56.00 THEN class = Skin Rule 120: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI <= 25.30 AND Survival_Months > 31.50 AND Tumor_Size_cm > 3.24 AND BMI > 15.65 AND Tumor_Size_cm > 4.12 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Examined > 6.50 AND Age > 56.00 THEN class = Colon Rule 121: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI <= 26.55 AND Survival_Months <= 45.50 AND Age <= 43.50 THEN class = Prostate Rule 122: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI <= 26.55 AND Survival_Months <= 45.50 AND Age > 43.50 THEN class = Breast Rule 123: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI <= 26.55 AND Survival_Months > 45.50 AND Age <= 54.50 THEN class = Prostate Rule 124: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI <= 26.55 AND Survival_Months > 45.50 AND Age > 54.50 THEN class = Leukemia Rule 125: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age <= 26.50 AND Tumor_Size_cm <= 5.32 AND Survival_Months <= 12.00 THEN class = Breast Rule 126: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age <= 26.50 AND Tumor_Size_cm <= 5.32 AND Survival_Months > 12.00 AND Tumor_Size_cm <= 3.35 AND Age <= 23.00 THEN class = Lung Rule 127: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age <= 26.50 AND Tumor_Size_cm <= 5.32 AND Survival_Months > 12.00 AND Tumor_Size_cm <= 3.35 AND Age > 23.00 THEN class = Prostate Rule 128: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age <= 26.50 AND Tumor_Size_cm <= 5.32 AND Survival_Months > 12.00 AND Tumor_Size_cm > 3.35 THEN class = Prostate Rule 129: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age <= 26.50 AND Tumor_Size_cm > 5.32 AND Survival_Months <= 19.00 THEN class = Colon Rule 130: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age <= 26.50 AND Tumor_Size_cm > 5.32 AND Survival_Months > 19.00 THEN class = Leukemia Rule 131: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm <= 3.00 THEN class = Leukemia Rule 132: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age <= 37.50 AND Lymph_Nodes_Examined <= 1.50 THEN class = Prostate Rule 133: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age <= 37.50 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months <= 34.50 THEN class = Lung Rule 134: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age <= 37.50 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months > 34.50 THEN class = Colon Rule 135: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm <= 3.43 THEN class = Colon Rule 136: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI <= 26.85 THEN class = Colon Rule 137: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI > 26.85 AND BMI <= 28.15 THEN class = Prostate Rule 138: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI > 26.85 AND BMI > 28.15 AND Tumor_Size_cm <= 4.72 AND Lymph_Nodes_Examined <= 3.50 THEN class = Lung Rule 139: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI > 26.85 AND BMI > 28.15 AND Tumor_Size_cm <= 4.72 AND Lymph_Nodes_Examined > 3.50 THEN class = Colon Rule 140: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI > 26.85 AND BMI > 28.15 AND Tumor_Size_cm > 4.72 AND BMI <= 29.35 THEN class = Colon Rule 141: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI > 26.85 AND BMI > 28.15 AND Tumor_Size_cm > 4.72 AND BMI > 29.35 AND Tumor_Size_cm <= 4.79 THEN class = Prostate Rule 142: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive <= 2.50 AND Age > 37.50 AND Tumor_Size_cm > 3.43 AND BMI > 26.85 AND BMI > 28.15 AND Tumor_Size_cm > 4.72 AND BMI > 29.35 AND Tumor_Size_cm > 4.79 THEN class = Skin Rule 143: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive > 2.50 AND Tumor_Size_cm <= 3.24 THEN class = Skin Rule 144: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive > 2.50 AND Tumor_Size_cm > 3.24 AND Tumor_Size_cm <= 5.02 THEN class = Colon Rule 145: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined <= 7.00 AND Lymph_Nodes_Positive > 2.50 AND Tumor_Size_cm > 3.24 AND Tumor_Size_cm > 5.02 THEN class = Leukemia Rule 146: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined > 7.00 AND Age <= 54.00 THEN class = Leukemia Rule 147: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined > 7.00 AND Age > 54.00 AND Age <= 60.50 THEN class = Skin Rule 148: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age <= 62.50 AND Age > 26.50 AND Tumor_Size_cm > 3.00 AND Lymph_Nodes_Examined > 7.00 AND Age > 54.00 AND Age > 60.50 THEN class = Lung Rule 149: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age <= 80.00 AND BMI <= 26.70 THEN class = Leukemia Rule 150: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age <= 80.00 AND BMI > 26.70 AND Tumor_Size_cm <= 2.79 THEN class = Colon Rule 151: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age <= 80.00 AND BMI > 26.70 AND Tumor_Size_cm > 2.79 AND Lymph_Nodes_Examined <= 7.50 THEN class = Breast Rule 152: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age <= 80.00 AND BMI > 26.70 AND Tumor_Size_cm > 2.79 AND Lymph_Nodes_Examined > 7.50 AND Tumor_Size_cm <= 4.10 THEN class = Prostate Rule 153: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age <= 80.00 AND BMI > 26.70 AND Tumor_Size_cm > 2.79 AND Lymph_Nodes_Examined > 7.50 AND Tumor_Size_cm > 4.10 THEN class = Breast Rule 154: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age > 80.00 AND Survival_Months <= 24.00 THEN class = Prostate Rule 155: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age > 80.00 AND Survival_Months > 24.00 AND BMI <= 29.15 AND Survival_Months <= 35.00 THEN class = Lung Rule 156: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age > 80.00 AND Survival_Months > 24.00 AND BMI <= 29.15 AND Survival_Months > 35.00 THEN class = Skin Rule 157: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months <= 44.50 AND Age > 80.00 AND Survival_Months > 24.00 AND BMI > 29.15 THEN class = Colon Rule 158: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI <= 31.40 AND Survival_Months > 44.50 THEN class = Leukemia Rule 159: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI > 31.40 AND Tumor_Size_cm <= 4.17 AND Tumor_Size_cm <= 2.65 THEN class = Skin Rule 160: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI > 31.40 AND Tumor_Size_cm <= 4.17 AND Tumor_Size_cm > 2.65 THEN class = Prostate Rule 161: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm <= 5.59 AND Tumor_Size_cm > 2.44 AND BMI > 25.30 AND BMI > 26.55 AND Age > 62.50 AND BMI > 31.40 AND Tumor_Size_cm > 4.17 THEN class = Skin Rule 162: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI <= 23.45 AND Age <= 70.00 THEN class = Colon Rule 163: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI <= 23.45 AND Age > 70.00 THEN class = Prostate Rule 164: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI > 23.45 AND Lymph_Nodes_Examined <= 3.50 THEN class = Lung Rule 165: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI > 23.45 AND Lymph_Nodes_Examined > 3.50 AND Age <= 74.50 AND Age <= 52.00 THEN class = Lung Rule 166: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI > 23.45 AND Lymph_Nodes_Examined > 3.50 AND Age <= 74.50 AND Age > 52.00 THEN class = Prostate Rule 167: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI > 23.45 AND Lymph_Nodes_Examined > 3.50 AND Age > 74.50 AND BMI <= 28.05 THEN class = Colon Rule 168: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive <= 7.50 AND Tumor_Size_cm > 5.59 AND BMI > 23.45 AND Lymph_Nodes_Examined > 3.50 AND Age > 74.50 AND BMI > 28.05 THEN class = Breast Rule 169: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive > 7.50 AND Age <= 45.00 AND Survival_Months <= 28.50 THEN class = Leukemia Rule 170: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive > 7.50 AND Age <= 45.00 AND Survival_Months > 28.50 AND Age <= 34.50 THEN class = Colon Rule 171: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive > 7.50 AND Age <= 45.00 AND Survival_Months > 28.50 AND Age > 34.50 THEN class = Skin Rule 172: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive > 7.50 AND Age > 45.00 AND BMI <= 30.80 THEN class = Lung Rule 173: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm <= 6.12 AND Survival_Months > 3.50 AND Lymph_Nodes_Positive > 7.50 AND Age > 45.00 AND BMI > 30.80 THEN class = Skin Rule 174: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined <= 5.50 AND Lymph_Nodes_Examined <= 0.50 THEN class = Skin Rule 175: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined <= 5.50 AND Lymph_Nodes_Examined > 0.50 AND Age <= 37.50 AND BMI <= 24.80 THEN class = Colon Rule 176: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined <= 5.50 AND Lymph_Nodes_Examined > 0.50 AND Age <= 37.50 AND BMI > 24.80 THEN class = Leukemia Rule 177: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined <= 5.50 AND Lymph_Nodes_Examined > 0.50 AND Age > 37.50 THEN class = Leukemia Rule 178: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined > 5.50 AND BMI <= 21.95 AND Age <= 31.00 THEN class = Colon Rule 179: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined > 5.50 AND BMI <= 21.95 AND Age > 31.00 AND Lymph_Nodes_Positive <= 2.50 THEN class = Leukemia Rule 180: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined > 5.50 AND BMI <= 21.95 AND Age > 31.00 AND Lymph_Nodes_Positive > 2.50 THEN class = Skin Rule 181: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm <= 6.44 AND Lymph_Nodes_Examined > 5.50 AND BMI > 21.95 THEN class = Prostate Rule 182: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age <= 32.50 AND Tumor_Size_cm <= 6.69 THEN class = Breast Rule 183: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age <= 32.50 AND Tumor_Size_cm > 6.69 THEN class = Colon Rule 184: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI <= 23.15 AND Tumor_Size_cm <= 6.84 AND Survival_Months <= 10.00 THEN class = Colon Rule 185: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI <= 23.15 AND Tumor_Size_cm <= 6.84 AND Survival_Months > 10.00 AND Age <= 55.50 THEN class = Skin Rule 186: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI <= 23.15 AND Tumor_Size_cm <= 6.84 AND Survival_Months > 10.00 AND Age > 55.50 AND Lymph_Nodes_Positive <= 3.50 THEN class = Prostate Rule 187: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI <= 23.15 AND Tumor_Size_cm <= 6.84 AND Survival_Months > 10.00 AND Age > 55.50 AND Lymph_Nodes_Positive > 3.50 THEN class = Lung Rule 188: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI <= 23.15 AND Tumor_Size_cm > 6.84 THEN class = Skin Rule 189: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI > 23.15 AND Age <= 38.00 THEN class = Leukemia Rule 190: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI > 23.15 AND Age > 38.00 AND Survival_Months <= 29.50 THEN class = Colon Rule 191: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm <= 7.11 AND Age > 32.50 AND BMI > 23.15 AND Age > 38.00 AND Survival_Months > 29.50 THEN class = Prostate Rule 192: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined <= 0.50 THEN class = Skin Rule 193: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI <= 18.65 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined <= 2.50 THEN class = Prostate Rule 194: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI <= 18.65 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined > 2.50 THEN class = Leukemia Rule 195: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI <= 18.65 AND Lymph_Nodes_Examined > 4.50 AND BMI <= 13.05 THEN class = Colon Rule 196: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI <= 18.65 AND Lymph_Nodes_Examined > 4.50 AND BMI > 13.05 THEN class = Prostate Rule 197: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm <= 7.45 THEN class = Prostate Rule 198: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm > 7.45 AND Tumor_Size_cm <= 7.76 AND Tumor_Size_cm <= 7.55 AND Survival_Months <= 15.50 THEN class = Breast Rule 199: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm > 7.45 AND Tumor_Size_cm <= 7.76 AND Tumor_Size_cm <= 7.55 AND Survival_Months > 15.50 THEN class = Skin Rule 200: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm > 7.45 AND Tumor_Size_cm <= 7.76 AND Tumor_Size_cm > 7.55 THEN class = Breast Rule 201: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm > 7.45 AND Tumor_Size_cm > 7.76 AND BMI <= 22.10 THEN class = Lung Rule 202: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm > 7.45 AND Tumor_Size_cm > 7.76 AND BMI > 22.10 THEN class = Colon Rule 203: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive > 1.50 AND Age <= 78.50 AND BMI <= 23.40 THEN class = Leukemia Rule 204: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive > 1.50 AND Age <= 78.50 AND BMI > 23.40 THEN class = Breast Rule 205: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI <= 23.75 AND Tumor_Size_cm > 7.11 AND Lymph_Nodes_Examined > 0.50 AND BMI > 18.65 AND Lymph_Nodes_Positive > 1.50 AND Age > 78.50 THEN class = Breast Rule 206: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months <= 6.50 AND BMI <= 29.10 AND BMI <= 27.20 AND Lymph_Nodes_Positive <= 3.00 THEN class = Colon Rule 207: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months <= 6.50 AND BMI <= 29.10 AND BMI <= 27.20 AND Lymph_Nodes_Positive > 3.00 AND Lymph_Nodes_Positive <= 6.50 THEN class = Breast Rule 208: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months <= 6.50 AND BMI <= 29.10 AND BMI <= 27.20 AND Lymph_Nodes_Positive > 3.00 AND Lymph_Nodes_Positive > 6.50 THEN class = Colon Rule 209: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months <= 6.50 AND BMI <= 29.10 AND BMI > 27.20 AND Tumor_Size_cm <= 6.67 THEN class = Breast Rule 210: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months <= 6.50 AND BMI <= 29.10 AND BMI > 27.20 AND Tumor_Size_cm > 6.67 THEN class = Skin Rule 211: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months <= 6.50 AND BMI > 29.10 THEN class = Leukemia Rule 212: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm <= 6.98 AND Survival_Months <= 15.50 AND Tumor_Size_cm <= 6.59 AND Tumor_Size_cm <= 6.51 THEN class = Skin Rule 213: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm <= 6.98 AND Survival_Months <= 15.50 AND Tumor_Size_cm <= 6.59 AND Tumor_Size_cm > 6.51 AND Survival_Months <= 12.50 THEN class = Prostate Rule 214: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm <= 6.98 AND Survival_Months <= 15.50 AND Tumor_Size_cm <= 6.59 AND Tumor_Size_cm > 6.51 AND Survival_Months > 12.50 THEN class = Leukemia Rule 215: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm <= 6.98 AND Survival_Months <= 15.50 AND Tumor_Size_cm > 6.59 THEN class = Skin Rule 216: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm <= 6.98 AND Survival_Months > 15.50 THEN class = Lung Rule 217: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm > 6.98 AND Survival_Months <= 17.00 THEN class = Prostate Rule 218: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm <= 7.14 AND Tumor_Size_cm > 6.98 AND Survival_Months > 17.00 THEN class = Leukemia Rule 219: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined <= 3.50 AND BMI <= 29.00 THEN class = Breast Rule 220: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined <= 3.50 AND BMI > 29.00 THEN class = Leukemia Rule 221: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 3.50 THEN class = Lung Rule 222: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months <= 15.50 AND Age <= 51.50 THEN class = Leukemia Rule 223: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months <= 15.50 AND Age > 51.50 AND Age <= 64.00 THEN class = Breast Rule 224: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months <= 15.50 AND Age > 51.50 AND Age > 64.00 THEN class = Skin Rule 225: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined <= 6.50 AND Lymph_Nodes_Positive > 1.50 AND Survival_Months > 15.50 THEN class = Skin Rule 226: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm <= 7.74 AND Lymph_Nodes_Examined > 6.50 THEN class = Skin Rule 227: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm > 7.74 AND Lymph_Nodes_Examined <= 7.00 THEN class = Skin Rule 228: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months <= 24.50 AND Survival_Months > 6.50 AND Tumor_Size_cm > 7.14 AND Tumor_Size_cm > 7.74 AND Lymph_Nodes_Examined > 7.00 THEN class = Breast Rule 229: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age <= 43.00 AND Lymph_Nodes_Examined <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND BMI <= 28.65 THEN class = Prostate Rule 230: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age <= 43.00 AND Lymph_Nodes_Examined <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND BMI > 28.65 AND Age <= 29.50 THEN class = Lung Rule 231: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age <= 43.00 AND Lymph_Nodes_Examined <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND BMI > 28.65 AND Age > 29.50 AND Lymph_Nodes_Examined <= 0.50 THEN class = Skin Rule 232: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age <= 43.00 AND Lymph_Nodes_Examined <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND BMI > 28.65 AND Age > 29.50 AND Lymph_Nodes_Examined > 0.50 THEN class = Colon Rule 233: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age <= 43.00 AND Lymph_Nodes_Examined <= 5.00 AND Lymph_Nodes_Positive > 1.50 THEN class = Colon Rule 234: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age <= 43.00 AND Lymph_Nodes_Examined > 5.00 THEN class = Skin Rule 235: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined <= 0.50 THEN class = Lung Rule 236: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 0.50 AND Tumor_Size_cm <= 7.92 AND Lymph_Nodes_Examined <= 1.50 AND Age <= 69.00 THEN class = Leukemia Rule 237: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 0.50 AND Tumor_Size_cm <= 7.92 AND Lymph_Nodes_Examined <= 1.50 AND Age > 69.00 THEN class = Skin Rule 238: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 0.50 AND Tumor_Size_cm <= 7.92 AND Lymph_Nodes_Examined > 1.50 THEN class = Skin Rule 239: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 0.50 AND Tumor_Size_cm > 7.92 AND Lymph_Nodes_Positive <= 0.50 THEN class = Breast Rule 240: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 0.50 AND Tumor_Size_cm > 7.92 AND Lymph_Nodes_Positive > 0.50 THEN class = Lung Rule 241: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age <= 55.50 AND Tumor_Size_cm <= 7.01 THEN class = Leukemia Rule 242: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age <= 55.50 AND Tumor_Size_cm > 7.01 AND Lymph_Nodes_Examined <= 2.50 THEN class = Breast Rule 243: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age <= 55.50 AND Tumor_Size_cm > 7.01 AND Lymph_Nodes_Examined > 2.50 THEN class = Prostate Rule 244: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 55.50 AND Age <= 83.00 AND Lymph_Nodes_Examined <= 8.50 AND BMI <= 26.75 AND Lymph_Nodes_Examined <= 7.50 THEN class = Breast Rule 245: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 55.50 AND Age <= 83.00 AND Lymph_Nodes_Examined <= 8.50 AND BMI <= 26.75 AND Lymph_Nodes_Examined > 7.50 THEN class = Lung Rule 246: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 55.50 AND Age <= 83.00 AND Lymph_Nodes_Examined <= 8.50 AND BMI > 26.75 THEN class = Lung Rule 247: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 55.50 AND Age <= 83.00 AND Lymph_Nodes_Examined > 8.50 THEN class = Colon Rule 248: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 55.50 AND Age > 83.00 AND Tumor_Size_cm <= 8.18 THEN class = Breast Rule 249: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 8.39 AND Tumor_Size_cm > 6.12 AND Tumor_Size_cm > 6.44 AND BMI > 23.75 AND Survival_Months > 24.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 55.50 AND Age > 83.00 AND Tumor_Size_cm > 8.18 THEN class = Leukemia Rule 250: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm <= 8.44 AND BMI <= 25.35 THEN class = Leukemia Rule 251: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm <= 8.44 AND BMI > 25.35 THEN class = Prostate Rule 252: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI <= 20.50 AND Age <= 66.00 THEN class = Leukemia Rule 253: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI <= 20.50 AND Age > 66.00 THEN class = Breast Rule 254: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI > 20.50 AND Age <= 23.00 THEN class = Skin Rule 255: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI > 20.50 AND Age > 23.00 AND Survival_Months <= 41.50 AND Age <= 71.50 THEN class = Prostate Rule 256: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI > 20.50 AND Age > 23.00 AND Survival_Months <= 41.50 AND Age > 71.50 AND Age <= 74.50 THEN class = Leukemia Rule 257: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI > 20.50 AND Age > 23.00 AND Survival_Months <= 41.50 AND Age > 71.50 AND Age > 74.50 THEN class = Prostate Rule 258: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 43.50 AND BMI > 20.50 AND Age > 23.00 AND Survival_Months > 41.50 THEN class = Breast Rule 259: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months > 43.50 AND Lymph_Nodes_Positive <= 1.00 AND Tumor_Size_cm <= 8.78 THEN class = Prostate Rule 260: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months > 43.50 AND Lymph_Nodes_Positive <= 1.00 AND Tumor_Size_cm > 8.78 THEN class = Colon Rule 261: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months > 43.50 AND Lymph_Nodes_Positive > 1.00 AND Age <= 61.50 THEN class = Breast Rule 262: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months > 43.50 AND Lymph_Nodes_Positive > 1.00 AND Age > 61.50 THEN class = Prostate Rule 263: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months <= 2.00 THEN class = Lung Rule 264: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND Survival_Months <= 33.00 AND BMI <= 30.10 AND Tumor_Size_cm <= 9.09 AND Lymph_Nodes_Examined <= 4.50 THEN class = Colon Rule 265: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND Survival_Months <= 33.00 AND BMI <= 30.10 AND Tumor_Size_cm <= 9.09 AND Lymph_Nodes_Examined > 4.50 THEN class = Skin Rule 266: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND Survival_Months <= 33.00 AND BMI <= 30.10 AND Tumor_Size_cm > 9.09 THEN class = Colon Rule 267: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND Survival_Months <= 33.00 AND BMI > 30.10 THEN class = Leukemia Rule 268: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive <= 1.50 AND Survival_Months > 33.00 THEN class = Lung Rule 269: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive > 1.50 AND Age <= 31.50 THEN class = Colon Rule 270: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 31.50 AND Tumor_Size_cm <= 8.78 THEN class = Colon Rule 271: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive <= 5.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 31.50 AND Tumor_Size_cm > 8.78 THEN class = Prostate Rule 272: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive > 5.00 AND Survival_Months <= 10.50 THEN class = Prostate Rule 273: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive > 5.00 AND Survival_Months > 10.50 AND Survival_Months <= 21.00 AND Age <= 30.50 THEN class = Colon Rule 274: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive > 5.00 AND Survival_Months > 10.50 AND Survival_Months <= 21.00 AND Age > 30.50 AND Lymph_Nodes_Examined <= 7.00 THEN class = Leukemia Rule 275: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive > 5.00 AND Survival_Months > 10.50 AND Survival_Months <= 21.00 AND Age > 30.50 AND Lymph_Nodes_Examined > 7.00 THEN class = Colon Rule 276: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 49.50 AND Survival_Months > 2.00 AND Lymph_Nodes_Positive > 5.00 AND Survival_Months > 10.50 AND Survival_Months > 21.00 THEN class = Leukemia Rule 277: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age <= 77.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months > 49.50 THEN class = Breast Rule 278: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age > 77.50 AND BMI <= 25.70 AND Tumor_Size_cm <= 9.26 THEN class = Colon Rule 279: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age > 77.50 AND BMI <= 25.70 AND Tumor_Size_cm > 9.26 AND Tumor_Size_cm <= 9.63 THEN class = Prostate Rule 280: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age > 77.50 AND BMI <= 25.70 AND Tumor_Size_cm > 9.26 AND Tumor_Size_cm > 9.63 THEN class = Colon Rule 281: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age <= 86.50 AND Tumor_Size_cm > 8.44 AND Age > 77.50 AND BMI > 25.70 THEN class = Lung Rule 282: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined <= 8.50 AND Age > 86.50 THEN class = Prostate Rule 283: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined > 8.50 AND Survival_Months <= 36.50 AND Tumor_Size_cm <= 9.05 THEN class = Prostate Rule 284: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined > 8.50 AND Survival_Months <= 36.50 AND Tumor_Size_cm > 9.05 AND Survival_Months <= 17.50 THEN class = Prostate Rule 285: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined > 8.50 AND Survival_Months <= 36.50 AND Tumor_Size_cm > 9.05 AND Survival_Months > 17.50 THEN class = Lung Rule 286: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined > 8.50 AND Survival_Months > 36.50 AND Lymph_Nodes_Positive <= 5.50 THEN class = Skin Rule 287: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI <= 32.05 AND Lymph_Nodes_Examined > 8.50 AND Survival_Months > 36.50 AND Lymph_Nodes_Positive > 5.50 THEN class = Prostate Rule 288: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI > 32.05 AND Tumor_Size_cm <= 9.62 AND Lymph_Nodes_Positive <= 0.50 THEN class = Skin Rule 289: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI > 32.05 AND Tumor_Size_cm <= 9.62 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 33.55 THEN class = Leukemia Rule 290: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI > 32.05 AND Tumor_Size_cm <= 9.62 AND Lymph_Nodes_Positive > 0.50 AND BMI > 33.55 AND Survival_Months <= 37.00 THEN class = Prostate Rule 291: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI > 32.05 AND Tumor_Size_cm <= 9.62 AND Lymph_Nodes_Positive > 0.50 AND BMI > 33.55 AND Survival_Months > 37.00 THEN class = Lung Rule 292: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 8.39 AND BMI > 32.05 AND Tumor_Size_cm > 9.62 THEN class = Lung Rule 293: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age <= 36.50 AND Survival_Months <= 3.50 AND Lymph_Nodes_Positive <= 2.00 THEN class = Colon Rule 294: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age <= 36.50 AND Survival_Months <= 3.50 AND Lymph_Nodes_Positive > 2.00 AND BMI <= 17.00 THEN class = Breast Rule 295: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age <= 36.50 AND Survival_Months <= 3.50 AND Lymph_Nodes_Positive > 2.00 AND BMI > 17.00 THEN class = Leukemia Rule 296: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age <= 36.50 AND Survival_Months > 3.50 THEN class = Lung Rule 297: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm <= 1.59 AND Age <= 65.00 THEN class = Breast Rule 298: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm <= 1.59 AND Age > 65.00 AND Tumor_Size_cm <= 1.41 THEN class = Colon Rule 299: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm <= 1.59 AND Age > 65.00 AND Tumor_Size_cm > 1.41 THEN class = Prostate Rule 300: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm > 1.59 AND Lymph_Nodes_Examined <= 10.50 THEN class = Skin Rule 301: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm > 1.59 AND Lymph_Nodes_Examined > 10.50 AND Survival_Months <= 1.50 THEN class = Lung Rule 302: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm > 1.59 AND Lymph_Nodes_Examined > 10.50 AND Survival_Months > 1.50 AND Age <= 85.50 THEN class = Breast Rule 303: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm <= 6.47 AND Age > 36.50 AND Tumor_Size_cm > 1.59 AND Lymph_Nodes_Examined > 10.50 AND Survival_Months > 1.50 AND Age > 85.50 THEN class = Leukemia Rule 304: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm > 6.47 AND Lymph_Nodes_Examined <= 14.50 THEN class = Colon Rule 305: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.30 AND Tumor_Size_cm > 6.47 AND Lymph_Nodes_Examined > 14.50 THEN class = Skin Rule 306: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI <= 22.95 AND Tumor_Size_cm > 8.30 THEN class = Breast Rule 307: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI > 22.95 AND Age <= 27.50 THEN class = Breast Rule 308: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI <= 23.55 AND BMI > 22.95 AND Age > 27.50 THEN class = Prostate Rule 309: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI > 23.55 AND BMI <= 23.85 THEN class = Leukemia Rule 310: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI > 23.55 AND BMI > 23.85 AND Tumor_Size_cm <= 3.17 THEN class = Colon Rule 311: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI > 23.55 AND BMI > 23.85 AND Tumor_Size_cm > 3.17 AND Lymph_Nodes_Examined <= 13.50 THEN class = Leukemia Rule 312: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI <= 24.40 AND BMI > 23.55 AND BMI > 23.85 AND Tumor_Size_cm > 3.17 AND Lymph_Nodes_Examined > 13.50 THEN class = Breast Rule 313: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI <= 24.85 AND Lymph_Nodes_Examined <= 13.00 THEN class = Colon Rule 314: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI <= 24.85 AND Lymph_Nodes_Examined > 13.00 THEN class = Prostate Rule 315: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age <= 49.50 AND Survival_Months <= 1.50 THEN class = Skin Rule 316: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age <= 49.50 AND Survival_Months > 1.50 THEN class = Colon Rule 317: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age > 49.50 AND BMI <= 27.75 AND BMI <= 25.45 AND Survival_Months <= 3.50 THEN class = Lung Rule 318: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age > 49.50 AND BMI <= 27.75 AND BMI <= 25.45 AND Survival_Months > 3.50 THEN class = Breast Rule 319: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age > 49.50 AND BMI <= 27.75 AND BMI > 25.45 THEN class = Colon Rule 320: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age > 49.50 AND BMI > 27.75 AND Tumor_Size_cm <= 2.38 AND Survival_Months <= 6.50 THEN class = Skin Rule 321: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age > 49.50 AND BMI > 27.75 AND Tumor_Size_cm <= 2.38 AND Survival_Months > 6.50 THEN class = Prostate Rule 322: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm <= 5.25 AND Age > 49.50 AND BMI > 27.75 AND Tumor_Size_cm > 2.38 THEN class = Leukemia Rule 323: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months <= 4.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm <= 6.54 THEN class = Lung Rule 324: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months <= 4.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm > 6.54 AND Survival_Months <= 1.50 AND Lymph_Nodes_Examined <= 13.00 THEN class = Leukemia Rule 325: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months <= 4.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm > 6.54 AND Survival_Months <= 1.50 AND Lymph_Nodes_Examined > 13.00 THEN class = Breast Rule 326: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months <= 4.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm > 6.54 AND Survival_Months > 1.50 THEN class = Breast Rule 327: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months <= 4.00 AND Lymph_Nodes_Examined > 17.50 THEN class = Prostate Rule 328: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months > 4.00 AND Tumor_Size_cm <= 7.81 THEN class = Prostate Rule 329: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm <= 9.14 AND Survival_Months > 4.00 AND Tumor_Size_cm > 7.81 THEN class = Leukemia Rule 330: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm > 9.14 AND Age <= 55.50 AND Lymph_Nodes_Positive <= 5.50 THEN class = Skin Rule 331: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm > 9.14 AND Age <= 55.50 AND Lymph_Nodes_Positive > 5.50 THEN class = Colon Rule 332: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive <= 16.00 AND Tumor_Size_cm > 9.14 AND Age > 55.50 THEN class = Lung Rule 333: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm <= 9.57 AND BMI > 24.85 AND Tumor_Size_cm > 5.25 AND Lymph_Nodes_Positive > 16.00 THEN class = Skin Rule 334: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months <= 9.50 AND BMI > 24.40 AND Tumor_Size_cm > 9.57 THEN class = Colon Rule 335: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined <= 10.50 THEN class = Lung Rule 336: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age <= 39.00 AND Tumor_Size_cm <= 7.93 AND Age <= 32.00 AND Lymph_Nodes_Positive <= 2.50 AND BMI <= 15.75 THEN class = Leukemia Rule 337: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age <= 39.00 AND Tumor_Size_cm <= 7.93 AND Age <= 32.00 AND Lymph_Nodes_Positive <= 2.50 AND BMI > 15.75 THEN class = Skin Rule 338: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age <= 39.00 AND Tumor_Size_cm <= 7.93 AND Age <= 32.00 AND Lymph_Nodes_Positive > 2.50 THEN class = Colon Rule 339: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age <= 39.00 AND Tumor_Size_cm <= 7.93 AND Age > 32.00 THEN class = Skin Rule 340: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age <= 39.00 AND Tumor_Size_cm > 7.93 THEN class = Prostate Rule 341: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age > 39.00 AND Lymph_Nodes_Examined <= 16.00 THEN class = Lung Rule 342: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI <= 22.60 AND Lymph_Nodes_Examined > 10.50 AND Age > 39.00 AND Lymph_Nodes_Examined > 16.00 THEN class = Leukemia Rule 343: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI > 22.60 AND Survival_Months <= 17.00 THEN class = Prostate Rule 344: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 24.10 AND BMI > 22.60 AND Survival_Months > 17.00 THEN class = Breast Rule 345: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 24.10 AND Survival_Months <= 20.50 AND Survival_Months <= 17.50 THEN class = Skin Rule 346: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 24.10 AND Survival_Months <= 20.50 AND Survival_Months > 17.50 AND Survival_Months <= 19.50 THEN class = Colon Rule 347: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 24.10 AND Survival_Months <= 20.50 AND Survival_Months > 17.50 AND Survival_Months > 19.50 THEN class = Skin Rule 348: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 24.10 AND Survival_Months > 20.50 THEN class = Leukemia Rule 349: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm <= 4.04 AND Tumor_Size_cm <= 3.30 AND BMI <= 24.30 AND Lymph_Nodes_Positive <= 7.50 THEN class = Skin Rule 350: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm <= 4.04 AND Tumor_Size_cm <= 3.30 AND BMI <= 24.30 AND Lymph_Nodes_Positive > 7.50 AND Survival_Months <= 16.50 THEN class = Leukemia Rule 351: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm <= 4.04 AND Tumor_Size_cm <= 3.30 AND BMI <= 24.30 AND Lymph_Nodes_Positive > 7.50 AND Survival_Months > 16.50 THEN class = Breast Rule 352: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm <= 4.04 AND Tumor_Size_cm <= 3.30 AND BMI > 24.30 THEN class = Colon Rule 353: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm <= 4.04 AND Tumor_Size_cm > 3.30 THEN class = Breast Rule 354: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI <= 20.40 THEN class = Lung Rule 355: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI > 20.40 AND Tumor_Size_cm <= 7.36 AND Survival_Months <= 14.00 THEN class = Leukemia Rule 356: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI > 20.40 AND Tumor_Size_cm <= 7.36 AND Survival_Months > 14.00 THEN class = Breast Rule 357: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI > 20.40 AND Tumor_Size_cm > 7.36 AND BMI <= 25.05 THEN class = Skin Rule 358: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI > 20.40 AND Tumor_Size_cm > 7.36 AND BMI > 25.05 AND Lymph_Nodes_Positive <= 10.00 AND BMI <= 25.80 THEN class = Breast Rule 359: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI > 20.40 AND Tumor_Size_cm > 7.36 AND BMI > 25.05 AND Lymph_Nodes_Positive <= 10.00 AND BMI > 25.80 THEN class = Colon Rule 360: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months <= 16.50 AND BMI > 20.40 AND Tumor_Size_cm > 7.36 AND BMI > 25.05 AND Lymph_Nodes_Positive > 10.00 THEN class = Prostate Rule 361: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months > 16.50 AND Lymph_Nodes_Examined <= 11.00 THEN class = Lung Rule 362: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI <= 30.15 AND Lymph_Nodes_Positive > 5.50 AND Tumor_Size_cm > 4.04 AND Survival_Months > 16.50 AND Lymph_Nodes_Examined > 11.00 THEN class = Leukemia Rule 363: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months <= 21.50 AND BMI > 30.15 THEN class = Breast Rule 364: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined <= 11.00 THEN class = Skin Rule 365: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 11.00 AND Survival_Months <= 37.50 THEN class = Prostate Rule 366: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 11.00 AND Survival_Months > 37.50 AND Lymph_Nodes_Positive <= 0.50 THEN class = Leukemia Rule 367: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Examined > 11.00 AND Survival_Months > 37.50 AND Lymph_Nodes_Positive > 0.50 THEN class = Skin Rule 368: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive <= 2.50 THEN class = Lung Rule 369: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive <= 7.00 THEN class = Breast Rule 370: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive > 7.00 THEN class = Leukemia Rule 371: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm <= 2.69 AND Survival_Months <= 42.50 AND Age <= 39.50 THEN class = Lung Rule 372: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm <= 2.69 AND Survival_Months <= 42.50 AND Age > 39.50 AND Survival_Months <= 25.50 AND Lymph_Nodes_Examined <= 14.00 THEN class = Leukemia Rule 373: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm <= 2.69 AND Survival_Months <= 42.50 AND Age > 39.50 AND Survival_Months <= 25.50 AND Lymph_Nodes_Examined > 14.00 THEN class = Lung Rule 374: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm <= 2.69 AND Survival_Months <= 42.50 AND Age > 39.50 AND Survival_Months > 25.50 AND Survival_Months <= 34.00 THEN class = Colon Rule 375: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm <= 2.69 AND Survival_Months <= 42.50 AND Age > 39.50 AND Survival_Months > 25.50 AND Survival_Months > 34.00 THEN class = Leukemia Rule 376: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm <= 2.69 AND Survival_Months > 42.50 THEN class = Prostate Rule 377: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI <= 21.10 AND Age <= 61.50 AND Survival_Months <= 46.50 THEN class = Lung Rule 378: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI <= 21.10 AND Age <= 61.50 AND Survival_Months > 46.50 AND BMI <= 15.95 THEN class = Leukemia Rule 379: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI <= 21.10 AND Age <= 61.50 AND Survival_Months > 46.50 AND BMI > 15.95 THEN class = Lung Rule 380: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI <= 21.10 AND Age > 61.50 THEN class = Prostate Rule 381: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI > 21.10 AND Survival_Months <= 28.50 AND Lymph_Nodes_Examined <= 14.50 THEN class = Breast Rule 382: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI > 21.10 AND Survival_Months <= 28.50 AND Lymph_Nodes_Examined > 14.50 THEN class = Prostate Rule 383: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI > 21.10 AND Survival_Months > 28.50 AND Lymph_Nodes_Examined <= 11.50 THEN class = Breast Rule 384: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive <= 9.00 AND Tumor_Size_cm > 0.90 AND Tumor_Size_cm > 2.69 AND BMI > 21.10 AND Survival_Months > 28.50 AND Lymph_Nodes_Examined > 11.50 THEN class = Skin Rule 385: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm <= 0.63 THEN class = Prostate Rule 386: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm > 0.63 AND BMI <= 23.50 AND BMI <= 17.50 THEN class = Lung Rule 387: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm > 0.63 AND BMI <= 23.50 AND BMI > 17.50 THEN class = Skin Rule 388: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm > 0.63 AND BMI > 23.50 AND Survival_Months <= 48.50 AND Survival_Months <= 25.00 AND Age <= 47.00 THEN class = Prostate Rule 389: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm > 0.63 AND BMI > 23.50 AND Survival_Months <= 48.50 AND Survival_Months <= 25.00 AND Age > 47.00 THEN class = Lung Rule 390: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm > 0.63 AND BMI > 23.50 AND Survival_Months <= 48.50 AND Survival_Months > 25.00 THEN class = Lung Rule 391: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm <= 4.07 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Positive > 9.00 AND Tumor_Size_cm > 0.63 AND BMI > 23.50 AND Survival_Months > 48.50 THEN class = Skin Rule 392: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI <= 13.45 THEN class = Colon Rule 393: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined <= 10.50 AND Survival_Months <= 37.00 AND BMI <= 26.25 AND Survival_Months <= 29.50 AND Lymph_Nodes_Positive <= 1.00 THEN class = Breast Rule 394: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined <= 10.50 AND Survival_Months <= 37.00 AND BMI <= 26.25 AND Survival_Months <= 29.50 AND Lymph_Nodes_Positive > 1.00 THEN class = Lung Rule 395: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined <= 10.50 AND Survival_Months <= 37.00 AND BMI <= 26.25 AND Survival_Months > 29.50 THEN class = Leukemia Rule 396: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined <= 10.50 AND Survival_Months <= 37.00 AND BMI > 26.25 THEN class = Breast Rule 397: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined <= 10.50 AND Survival_Months > 37.00 THEN class = Colon Rule 398: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age <= 29.00 AND BMI <= 22.75 THEN class = Breast Rule 399: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age <= 29.00 AND BMI > 22.75 AND Lymph_Nodes_Examined <= 12.50 THEN class = Skin Rule 400: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age <= 29.00 AND BMI > 22.75 AND Lymph_Nodes_Examined > 12.50 THEN class = Prostate Rule 401: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age > 29.00 AND Lymph_Nodes_Positive <= 9.50 AND Tumor_Size_cm <= 4.97 AND BMI <= 22.30 THEN class = Skin Rule 402: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age > 29.00 AND Lymph_Nodes_Positive <= 9.50 AND Tumor_Size_cm <= 4.97 AND BMI > 22.30 THEN class = Colon Rule 403: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age > 29.00 AND Lymph_Nodes_Positive <= 9.50 AND Tumor_Size_cm > 4.97 AND Survival_Months <= 39.50 THEN class = Skin Rule 404: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age > 29.00 AND Lymph_Nodes_Positive <= 9.50 AND Tumor_Size_cm > 4.97 AND Survival_Months > 39.50 AND Survival_Months <= 42.00 THEN class = Lung Rule 405: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age > 29.00 AND Lymph_Nodes_Positive <= 9.50 AND Tumor_Size_cm > 4.97 AND Survival_Months > 39.50 AND Survival_Months > 42.00 THEN class = Skin Rule 406: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age <= 43.50 AND Age > 29.00 AND Lymph_Nodes_Positive > 9.50 THEN class = Prostate Rule 407: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age > 43.50 AND BMI <= 22.25 AND Lymph_Nodes_Examined <= 11.50 THEN class = Lung Rule 408: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age > 43.50 AND BMI <= 22.25 AND Lymph_Nodes_Examined > 11.50 THEN class = Skin Rule 409: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age > 43.50 AND BMI > 22.25 AND Age <= 54.00 AND Lymph_Nodes_Positive <= 8.50 THEN class = Leukemia Rule 410: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age > 43.50 AND BMI > 22.25 AND Age <= 54.00 AND Lymph_Nodes_Positive > 8.50 THEN class = Breast Rule 411: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive <= 10.50 AND Age > 43.50 AND BMI > 22.25 AND Age > 54.00 THEN class = Prostate Rule 412: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive > 10.50 AND BMI <= 25.60 THEN class = Leukemia Rule 413: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Examined > 10.50 AND Lymph_Nodes_Positive > 10.50 AND BMI > 25.60 THEN class = Colon Rule 414: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age <= 44.00 AND Age <= 29.50 AND BMI <= 21.35 THEN class = Lung Rule 415: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age <= 44.00 AND Age <= 29.50 AND BMI > 21.35 THEN class = Skin Rule 416: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age <= 44.00 AND Age > 29.50 AND Tumor_Size_cm <= 4.56 THEN class = Colon Rule 417: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age <= 44.00 AND Age > 29.50 AND Tumor_Size_cm > 4.56 THEN class = Lung Rule 418: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age > 44.00 AND Age <= 50.50 THEN class = Leukemia Rule 419: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age > 44.00 AND Age > 50.50 AND Age <= 55.50 THEN class = Breast Rule 420: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age > 44.00 AND Age > 50.50 AND Age > 55.50 AND Survival_Months <= 23.00 THEN class = Prostate Rule 421: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months <= 29.50 AND Age > 44.00 AND Age > 50.50 AND Age > 55.50 AND Survival_Months > 23.00 THEN class = Lung Rule 422: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months <= 30.50 THEN class = Colon Rule 423: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age <= 22.50 THEN class = Leukemia Rule 424: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age > 22.50 AND BMI <= 21.70 AND Lymph_Nodes_Positive <= 5.00 THEN class = Breast Rule 425: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age > 22.50 AND BMI <= 21.70 AND Lymph_Nodes_Positive > 5.00 AND Age <= 33.00 THEN class = Breast Rule 426: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age > 22.50 AND BMI <= 21.70 AND Lymph_Nodes_Positive > 5.00 AND Age > 33.00 THEN class = Prostate Rule 427: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age > 22.50 AND BMI > 21.70 AND Age <= 53.00 THEN class = Breast Rule 428: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age > 22.50 AND BMI > 21.70 AND Age > 53.00 AND Lymph_Nodes_Examined <= 16.00 THEN class = Leukemia Rule 429: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI <= 24.50 AND Survival_Months > 30.50 AND Age > 22.50 AND BMI > 21.70 AND Age > 53.00 AND Lymph_Nodes_Examined > 16.00 THEN class = Breast Rule 430: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI <= 27.20 AND Age <= 45.50 AND Age <= 23.00 THEN class = Lung Rule 431: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI <= 27.20 AND Age <= 45.50 AND Age > 23.00 THEN class = Colon Rule 432: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI <= 27.20 AND Age > 45.50 THEN class = Prostate Rule 433: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI > 27.20 AND Tumor_Size_cm <= 5.26 THEN class = Lung Rule 434: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI > 27.20 AND Tumor_Size_cm > 5.26 AND Age <= 26.00 THEN class = Skin Rule 435: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI > 27.20 AND Tumor_Size_cm > 5.26 AND Age > 26.00 AND Age <= 35.50 THEN class = Breast Rule 436: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI > 27.20 AND Tumor_Size_cm > 5.26 AND Age > 26.00 AND Age > 35.50 AND Age <= 57.00 THEN class = Leukemia Rule 437: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months <= 41.50 AND BMI > 24.50 AND BMI > 27.20 AND Tumor_Size_cm > 5.26 AND Age > 26.00 AND Age > 35.50 AND Age > 57.00 THEN class = Breast Rule 438: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age <= 23.00 THEN class = Prostate Rule 439: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive <= 1.00 THEN class = Skin Rule 440: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive > 1.00 AND Age <= 53.00 AND Lymph_Nodes_Positive <= 4.50 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months <= 42.50 THEN class = Lung Rule 441: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive > 1.00 AND Age <= 53.00 AND Lymph_Nodes_Positive <= 4.50 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 42.50 THEN class = Breast Rule 442: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive > 1.00 AND Age <= 53.00 AND Lymph_Nodes_Positive <= 4.50 AND Lymph_Nodes_Positive > 2.50 THEN class = Lung Rule 443: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive > 1.00 AND Age <= 53.00 AND Lymph_Nodes_Positive > 4.50 AND BMI <= 29.10 THEN class = Leukemia Rule 444: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive > 1.00 AND Age <= 53.00 AND Lymph_Nodes_Positive > 4.50 AND BMI > 29.10 THEN class = Breast Rule 445: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age <= 62.50 AND Survival_Months > 21.50 AND Tumor_Size_cm > 4.07 AND BMI > 13.45 AND Lymph_Nodes_Examined > 13.50 AND Survival_Months > 29.50 AND Survival_Months > 41.50 AND Age > 23.00 AND Lymph_Nodes_Positive > 1.00 AND Age > 53.00 THEN class = Lung Rule 446: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age <= 63.50 THEN class = Colon Rule 447: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age > 63.50 AND Lymph_Nodes_Positive <= 10.00 AND Lymph_Nodes_Examined <= 12.50 THEN class = Leukemia Rule 448: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age > 63.50 AND Lymph_Nodes_Positive <= 10.00 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined <= 13.50 THEN class = Lung Rule 449: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age > 63.50 AND Lymph_Nodes_Positive <= 10.00 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined > 13.50 THEN class = Leukemia Rule 450: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age > 63.50 AND Lymph_Nodes_Positive > 10.00 AND Lymph_Nodes_Examined <= 12.50 AND BMI <= 22.90 THEN class = Breast Rule 451: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age > 63.50 AND Lymph_Nodes_Positive > 10.00 AND Lymph_Nodes_Examined <= 12.50 AND BMI > 22.90 THEN class = Leukemia Rule 452: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm <= 5.11 AND Age > 63.50 AND Lymph_Nodes_Positive > 10.00 AND Lymph_Nodes_Examined > 12.50 THEN class = Colon Rule 453: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm > 5.11 AND Survival_Months <= 35.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 THEN class = Colon Rule 454: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm > 5.11 AND Survival_Months <= 35.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive > 8.50 THEN class = Breast Rule 455: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm > 5.11 AND Survival_Months <= 35.50 AND Lymph_Nodes_Examined > 13.50 THEN class = Breast Rule 456: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm > 5.11 AND Survival_Months > 35.50 AND Age <= 66.50 THEN class = Breast Rule 457: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm <= 7.34 AND Tumor_Size_cm > 5.11 AND Survival_Months > 35.50 AND Age > 66.50 THEN class = Skin Rule 458: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined <= 14.50 AND Tumor_Size_cm > 7.34 THEN class = Colon Rule 459: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI <= 23.20 AND Survival_Months <= 25.00 AND Lymph_Nodes_Positive <= 7.00 THEN class = Colon Rule 460: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI <= 23.20 AND Survival_Months <= 25.00 AND Lymph_Nodes_Positive > 7.00 AND BMI <= 19.90 THEN class = Lung Rule 461: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI <= 23.20 AND Survival_Months <= 25.00 AND Lymph_Nodes_Positive > 7.00 AND BMI > 19.90 THEN class = Prostate Rule 462: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI <= 23.20 AND Survival_Months > 25.00 AND Lymph_Nodes_Positive <= 2.00 THEN class = Colon Rule 463: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI <= 23.20 AND Survival_Months > 25.00 AND Lymph_Nodes_Positive > 2.00 THEN class = Skin Rule 464: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age <= 69.50 AND Tumor_Size_cm <= 4.43 AND Age <= 66.00 THEN class = Leukemia Rule 465: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age <= 69.50 AND Tumor_Size_cm <= 4.43 AND Age > 66.00 AND Survival_Months <= 23.00 THEN class = Lung Rule 466: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age <= 69.50 AND Tumor_Size_cm <= 4.43 AND Age > 66.00 AND Survival_Months > 23.00 THEN class = Breast Rule 467: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age <= 69.50 AND Tumor_Size_cm > 4.43 THEN class = Lung Rule 468: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age > 69.50 AND Tumor_Size_cm <= 3.98 THEN class = Colon Rule 469: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age > 69.50 AND Tumor_Size_cm > 3.98 AND BMI <= 26.70 THEN class = Leukemia Rule 470: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age <= 70.50 AND Lymph_Nodes_Examined > 14.50 AND BMI > 23.20 AND Age > 69.50 AND Tumor_Size_cm > 3.98 AND BMI > 26.70 THEN class = Prostate Rule 471: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI <= 20.20 AND Survival_Months <= 20.50 THEN class = Breast Rule 472: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI <= 20.20 AND Survival_Months > 20.50 AND Tumor_Size_cm <= 8.67 AND Tumor_Size_cm <= 1.30 AND Lymph_Nodes_Examined <= 17.50 THEN class = Leukemia Rule 473: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI <= 20.20 AND Survival_Months > 20.50 AND Tumor_Size_cm <= 8.67 AND Tumor_Size_cm <= 1.30 AND Lymph_Nodes_Examined > 17.50 THEN class = Prostate Rule 474: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI <= 20.20 AND Survival_Months > 20.50 AND Tumor_Size_cm <= 8.67 AND Tumor_Size_cm > 1.30 THEN class = Prostate Rule 475: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI <= 20.20 AND Survival_Months > 20.50 AND Tumor_Size_cm > 8.67 THEN class = Lung Rule 476: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months <= 18.00 AND Survival_Months <= 14.00 AND Tumor_Size_cm <= 6.06 THEN class = Colon Rule 477: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months <= 18.00 AND Survival_Months <= 14.00 AND Tumor_Size_cm > 6.06 AND BMI <= 25.80 THEN class = Prostate Rule 478: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months <= 18.00 AND Survival_Months <= 14.00 AND Tumor_Size_cm > 6.06 AND BMI > 25.80 THEN class = Lung Rule 479: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months <= 18.00 AND Survival_Months > 14.00 AND BMI <= 22.40 AND Age <= 80.50 THEN class = Breast Rule 480: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months <= 18.00 AND Survival_Months > 14.00 AND BMI <= 22.40 AND Age > 80.50 THEN class = Skin Rule 481: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months <= 18.00 AND Survival_Months > 14.00 AND BMI > 22.40 THEN class = Skin Rule 482: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI <= 26.20 AND Survival_Months <= 20.00 THEN class = Breast Rule 483: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI <= 26.20 AND Survival_Months > 20.00 AND Age <= 71.50 THEN class = Leukemia Rule 484: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI <= 26.20 AND Survival_Months > 20.00 AND Age > 71.50 THEN class = Colon Rule 485: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI > 26.20 AND BMI <= 28.75 AND BMI <= 27.50 AND Tumor_Size_cm <= 7.72 THEN class = Lung Rule 486: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI > 26.20 AND BMI <= 28.75 AND BMI <= 27.50 AND Tumor_Size_cm > 7.72 THEN class = Prostate Rule 487: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI > 26.20 AND BMI <= 28.75 AND BMI > 27.50 THEN class = Breast Rule 488: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months <= 26.50 AND BMI > 26.20 AND BMI > 28.75 THEN class = Leukemia Rule 489: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months <= 32.50 AND Tumor_Size_cm <= 4.11 THEN class = Lung Rule 490: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months <= 32.50 AND Tumor_Size_cm > 4.11 THEN class = Breast Rule 491: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age <= 78.50 AND Lymph_Nodes_Examined <= 14.50 AND Survival_Months <= 41.00 AND BMI <= 24.20 THEN class = Prostate Rule 492: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age <= 78.50 AND Lymph_Nodes_Examined <= 14.50 AND Survival_Months <= 41.00 AND BMI > 24.20 AND Age <= 73.50 THEN class = Colon Rule 493: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age <= 78.50 AND Lymph_Nodes_Examined <= 14.50 AND Survival_Months <= 41.00 AND BMI > 24.20 AND Age > 73.50 THEN class = Skin Rule 494: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age <= 78.50 AND Lymph_Nodes_Examined <= 14.50 AND Survival_Months > 41.00 THEN class = Breast Rule 495: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age <= 78.50 AND Lymph_Nodes_Examined > 14.50 THEN class = Prostate Rule 496: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age > 78.50 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined <= 13.00 THEN class = Leukemia Rule 497: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age > 78.50 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined > 13.00 AND Lymph_Nodes_Examined <= 16.50 THEN class = Colon Rule 498: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age > 78.50 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined > 13.00 AND Lymph_Nodes_Examined > 16.50 THEN class = Leukemia Rule 499: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm <= 7.71 AND Survival_Months > 32.50 AND Age > 78.50 AND Lymph_Nodes_Positive > 11.50 THEN class = Breast Rule 500: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age <= 84.50 AND Age > 70.50 AND BMI > 20.20 AND Survival_Months > 18.00 AND Survival_Months > 26.50 AND Tumor_Size_cm > 7.71 THEN class = Prostate Rule 501: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI <= 26.10 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 86.00 AND Lymph_Nodes_Positive <= 9.50 THEN class = Lung Rule 502: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI <= 26.10 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 86.00 AND Lymph_Nodes_Positive > 9.50 THEN class = Colon Rule 503: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI <= 26.10 AND Lymph_Nodes_Examined <= 16.50 AND Age > 86.00 THEN class = Lung Rule 504: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI <= 26.10 AND Lymph_Nodes_Examined > 16.50 AND BMI <= 24.40 AND Survival_Months <= 24.50 THEN class = Prostate Rule 505: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI <= 26.10 AND Lymph_Nodes_Examined > 16.50 AND BMI <= 24.40 AND Survival_Months > 24.50 THEN class = Skin Rule 506: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI <= 26.10 AND Lymph_Nodes_Examined > 16.50 AND BMI > 24.40 THEN class = Colon Rule 507: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm <= 8.98 AND Age > 84.50 AND BMI > 26.10 THEN class = Skin Rule 508: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined <= 12.50 AND BMI <= 26.35 THEN class = Lung Rule 509: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined <= 12.50 AND BMI > 26.35 AND BMI <= 28.95 THEN class = Skin Rule 510: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined <= 12.50 AND BMI > 26.35 AND BMI > 28.95 THEN class = Prostate Rule 511: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined > 12.50 AND BMI <= 24.25 THEN class = Skin Rule 512: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined > 12.50 AND BMI > 24.25 AND BMI <= 27.20 THEN class = Breast Rule 513: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined > 12.50 AND BMI > 24.25 AND BMI > 27.20 AND Survival_Months <= 34.50 THEN class = Skin Rule 514: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive <= 9.50 AND Lymph_Nodes_Examined > 12.50 AND BMI > 24.25 AND BMI > 27.20 AND Survival_Months > 34.50 THEN class = Leukemia Rule 515: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive > 9.50 AND BMI <= 21.10 AND Survival_Months <= 46.00 THEN class = Leukemia Rule 516: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive > 9.50 AND BMI <= 21.10 AND Survival_Months > 46.00 THEN class = Lung Rule 517: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive > 9.50 AND BMI > 21.10 AND Tumor_Size_cm <= 9.75 AND Lymph_Nodes_Examined <= 12.50 THEN class = Prostate Rule 518: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive > 9.50 AND BMI > 21.10 AND Tumor_Size_cm <= 9.75 AND Lymph_Nodes_Examined > 12.50 THEN class = Lung Rule 519: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive <= 13.50 AND Age > 62.50 AND Tumor_Size_cm > 8.98 AND Lymph_Nodes_Positive > 9.50 AND BMI > 21.10 AND Tumor_Size_cm > 9.75 THEN class = Prostate Rule 520: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm <= 1.22 AND BMI <= 27.95 THEN class = Skin Rule 521: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm <= 1.22 AND BMI > 27.95 THEN class = Leukemia Rule 522: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm <= 3.50 AND Lymph_Nodes_Examined <= 14.50 THEN class = Prostate Rule 523: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm <= 3.50 AND Lymph_Nodes_Examined > 14.50 AND Age <= 73.50 THEN class = Colon Rule 524: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm <= 3.50 AND Lymph_Nodes_Examined > 14.50 AND Age > 73.50 THEN class = Skin Rule 525: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm > 3.50 AND Age <= 73.50 AND Lymph_Nodes_Examined <= 17.50 AND Age <= 28.50 THEN class = Skin Rule 526: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm > 3.50 AND Age <= 73.50 AND Lymph_Nodes_Examined <= 17.50 AND Age > 28.50 THEN class = Prostate Rule 527: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm > 3.50 AND Age <= 73.50 AND Lymph_Nodes_Examined > 17.50 THEN class = Leukemia Rule 528: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm <= 7.80 AND Tumor_Size_cm > 1.22 AND Tumor_Size_cm > 3.50 AND Age > 73.50 THEN class = Colon Rule 529: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm > 7.80 AND BMI <= 23.85 THEN class = Skin Rule 530: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months <= 44.50 AND Tumor_Size_cm > 7.80 AND BMI > 23.85 THEN class = Breast Rule 531: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months > 44.50 AND Age <= 32.00 THEN class = Lung Rule 532: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months <= 50.50 AND Lymph_Nodes_Positive > 13.50 AND Survival_Months > 44.50 AND Age > 32.00 THEN class = Leukemia Rule 533: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months > 50.50 AND BMI <= 24.85 AND Tumor_Size_cm <= 6.84 AND Age <= 41.00 THEN class = Colon Rule 534: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months > 50.50 AND BMI <= 24.85 AND Tumor_Size_cm <= 6.84 AND Age > 41.00 THEN class = Breast Rule 535: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months > 50.50 AND BMI <= 24.85 AND Tumor_Size_cm > 6.84 THEN class = Colon Rule 536: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI <= 31.55 AND Survival_Months > 50.50 AND BMI > 24.85 THEN class = Skin Rule 537: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI > 31.55 AND Survival_Months <= 32.50 AND Tumor_Size_cm <= 2.66 THEN class = Colon Rule 538: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI > 31.55 AND Survival_Months <= 32.50 AND Tumor_Size_cm > 2.66 THEN class = Leukemia Rule 539: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive <= 15.50 AND BMI > 31.55 AND Survival_Months > 32.50 THEN class = Colon Rule 540: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm <= 4.41 AND Lymph_Nodes_Positive <= 17.50 AND Tumor_Size_cm <= 2.01 THEN class = Skin Rule 541: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm <= 4.41 AND Lymph_Nodes_Positive <= 17.50 AND Tumor_Size_cm > 2.01 AND Survival_Months <= 24.00 THEN class = Lung Rule 542: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm <= 4.41 AND Lymph_Nodes_Positive <= 17.50 AND Tumor_Size_cm > 2.01 AND Survival_Months > 24.00 THEN class = Colon Rule 543: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm <= 4.41 AND Lymph_Nodes_Positive > 17.50 THEN class = Leukemia Rule 544: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm > 4.41 AND Lymph_Nodes_Examined <= 17.50 THEN class = Prostate Rule 545: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm > 4.41 AND Lymph_Nodes_Examined > 17.50 AND Survival_Months <= 36.00 THEN class = Breast Rule 546: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm > 4.41 AND Lymph_Nodes_Examined > 17.50 AND Survival_Months > 36.00 AND BMI <= 25.40 THEN class = Breast Rule 547: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI <= 31.75 AND Survival_Months > 9.50 AND Lymph_Nodes_Positive > 15.50 AND Tumor_Size_cm > 4.41 AND Lymph_Nodes_Examined > 17.50 AND Survival_Months > 36.00 AND BMI > 25.40 THEN class = Lung Rule 548: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age <= 58.50 AND Survival_Months <= 15.00 THEN class = Lung Rule 549: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age <= 58.50 AND Survival_Months > 15.00 AND Tumor_Size_cm <= 7.02 AND Lymph_Nodes_Examined <= 15.00 THEN class = Skin Rule 550: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age <= 58.50 AND Survival_Months > 15.00 AND Tumor_Size_cm <= 7.02 AND Lymph_Nodes_Examined > 15.00 AND BMI <= 32.70 THEN class = Leukemia Rule 551: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age <= 58.50 AND Survival_Months > 15.00 AND Tumor_Size_cm <= 7.02 AND Lymph_Nodes_Examined > 15.00 AND BMI > 32.70 THEN class = Prostate Rule 552: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age <= 58.50 AND Survival_Months > 15.00 AND Tumor_Size_cm > 7.02 AND Age <= 30.00 THEN class = Skin Rule 553: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age <= 58.50 AND Survival_Months > 15.00 AND Tumor_Size_cm > 7.02 AND Age > 30.00 THEN class = Breast Rule 554: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age > 58.50 AND Age <= 80.50 THEN class = Skin Rule 555: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age > 58.50 AND Age > 80.50 AND Age <= 86.00 THEN class = Leukemia Rule 556: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI <= 32.85 AND BMI > 31.75 AND Age > 58.50 AND Age > 80.50 AND Age > 86.00 THEN class = Skin Rule 557: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI <= 33.50 AND Survival_Months <= 30.00 AND Tumor_Size_cm <= 3.16 THEN class = Leukemia Rule 558: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI <= 33.50 AND Survival_Months <= 30.00 AND Tumor_Size_cm > 3.16 THEN class = Breast Rule 559: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI <= 33.50 AND Survival_Months > 30.00 THEN class = Prostate Rule 560: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI > 33.50 AND BMI <= 33.95 THEN class = Lung Rule 561: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI > 33.50 AND BMI > 33.95 AND Age <= 32.00 THEN class = Colon Rule 562: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI > 33.50 AND BMI > 33.95 AND Age > 32.00 AND Lymph_Nodes_Positive <= 10.00 THEN class = Breast Rule 563: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI > 33.50 AND BMI > 33.95 AND Age > 32.00 AND Lymph_Nodes_Positive > 10.00 AND Age <= 40.00 THEN class = Breast Rule 564: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI <= 34.35 AND BMI > 33.50 AND BMI > 33.95 AND Age > 32.00 AND Lymph_Nodes_Positive > 10.00 AND Age > 40.00 THEN class = Lung Rule 565: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI <= 35.10 AND BMI > 34.35 THEN class = Breast Rule 566: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI > 35.10 AND Age <= 76.00 AND Lymph_Nodes_Positive <= 5.00 THEN class = Prostate Rule 567: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI > 35.10 AND Age <= 76.00 AND Lymph_Nodes_Positive > 5.00 THEN class = Leukemia Rule 568: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm <= 8.36 AND BMI > 35.10 AND Age > 76.00 THEN class = Skin Rule 569: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm > 8.36 AND Lymph_Nodes_Examined <= 17.00 THEN class = Lung Rule 570: IF Age > 19.50 AND Survival_Months <= 51.50 AND Lymph_Nodes_Examined > 9.50 AND BMI > 32.85 AND Tumor_Size_cm > 8.36 AND Lymph_Nodes_Examined > 17.00 THEN class = Skin Rule 571: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm <= 1.65 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Positive <= 0.50 THEN class = Leukemia Rule 572: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm <= 1.65 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Positive > 0.50 AND Age <= 40.50 THEN class = Skin Rule 573: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm <= 1.65 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive <= 1.50 AND Lymph_Nodes_Positive > 0.50 AND Age > 40.50 THEN class = Lung Rule 574: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm <= 1.65 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive > 1.50 THEN class = Leukemia Rule 575: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm <= 1.65 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Examined <= 8.00 THEN class = Colon Rule 576: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm <= 1.65 AND Lymph_Nodes_Positive > 2.50 AND Lymph_Nodes_Examined > 8.00 THEN class = Prostate Rule 577: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm > 1.65 AND Tumor_Size_cm <= 2.12 THEN class = Prostate Rule 578: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI <= 18.35 AND Tumor_Size_cm > 1.65 AND Tumor_Size_cm > 2.12 THEN class = Leukemia Rule 579: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm <= 1.04 AND Age <= 24.00 THEN class = Colon Rule 580: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm <= 1.04 AND Age > 24.00 THEN class = Skin Rule 581: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm > 1.04 AND Age <= 42.00 AND Survival_Months <= 78.50 THEN class = Lung Rule 582: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm > 1.04 AND Age <= 42.00 AND Survival_Months > 78.50 AND Lymph_Nodes_Examined <= 8.50 THEN class = Prostate Rule 583: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm > 1.04 AND Age <= 42.00 AND Survival_Months > 78.50 AND Lymph_Nodes_Examined > 8.50 THEN class = Colon Rule 584: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm > 1.04 AND Age > 42.00 AND Survival_Months <= 61.00 THEN class = Skin Rule 585: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI <= 22.20 AND Tumor_Size_cm > 1.04 AND Age > 42.00 AND Survival_Months > 61.00 THEN class = Colon Rule 586: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm <= 2.45 AND BMI > 18.35 AND BMI > 22.20 THEN class = Leukemia Rule 587: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months <= 68.00 THEN class = Lung Rule 588: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months > 68.00 THEN class = Leukemia Rule 589: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months <= 67.50 AND BMI <= 20.55 AND Tumor_Size_cm <= 2.74 THEN class = Breast Rule 590: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months <= 67.50 AND BMI <= 20.55 AND Tumor_Size_cm > 2.74 AND Tumor_Size_cm <= 3.15 THEN class = Skin Rule 591: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months <= 67.50 AND BMI <= 20.55 AND Tumor_Size_cm > 2.74 AND Tumor_Size_cm > 3.15 AND Lymph_Nodes_Positive <= 2.50 THEN class = Colon Rule 592: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months <= 67.50 AND BMI <= 20.55 AND Tumor_Size_cm > 2.74 AND Tumor_Size_cm > 3.15 AND Lymph_Nodes_Positive > 2.50 THEN class = Skin Rule 593: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months <= 67.50 AND BMI > 20.55 AND BMI <= 21.35 THEN class = Lung Rule 594: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months <= 67.50 AND BMI > 20.55 AND BMI > 21.35 THEN class = Prostate Rule 595: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months > 67.50 AND Survival_Months <= 80.50 THEN class = Breast Rule 596: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months > 67.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm <= 2.90 AND Age <= 55.50 THEN class = Breast Rule 597: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months > 67.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm <= 2.90 AND Age > 55.50 THEN class = Prostate Rule 598: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months > 67.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Positive <= 2.50 AND Tumor_Size_cm > 2.90 THEN class = Colon Rule 599: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months > 67.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Positive > 2.50 AND Tumor_Size_cm <= 3.37 THEN class = Lung Rule 600: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm <= 3.86 AND Tumor_Size_cm > 2.45 AND Lymph_Nodes_Examined > 0.50 AND Survival_Months > 67.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Positive > 2.50 AND Tumor_Size_cm > 3.37 THEN class = Breast Rule 601: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months <= 52.50 THEN class = Prostate Rule 602: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm <= 5.43 AND BMI <= 14.75 AND Survival_Months <= 63.00 THEN class = Colon Rule 603: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm <= 5.43 AND BMI <= 14.75 AND Survival_Months > 63.00 THEN class = Prostate Rule 604: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm <= 5.43 AND BMI > 14.75 AND Lymph_Nodes_Examined <= 4.00 THEN class = Skin Rule 605: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm <= 5.43 AND BMI > 14.75 AND Lymph_Nodes_Examined > 4.00 AND Survival_Months <= 61.50 THEN class = Lung Rule 606: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm <= 5.43 AND BMI > 14.75 AND Lymph_Nodes_Examined > 4.00 AND Survival_Months > 61.50 THEN class = Skin Rule 607: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm > 5.43 AND BMI <= 18.50 THEN class = Lung Rule 608: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI <= 21.40 AND Tumor_Size_cm > 5.43 AND BMI > 18.50 THEN class = Prostate Rule 609: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI <= 21.90 AND BMI > 21.40 THEN class = Skin Rule 610: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm <= 6.76 AND BMI > 21.90 THEN class = Colon Rule 611: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm > 6.76 AND Tumor_Size_cm <= 7.38 AND Age <= 65.00 THEN class = Leukemia Rule 612: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm > 6.76 AND Tumor_Size_cm <= 7.38 AND Age > 65.00 THEN class = Lung Rule 613: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months <= 66.50 AND Tumor_Size_cm > 6.76 AND Tumor_Size_cm > 7.38 THEN class = Lung Rule 614: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm <= 4.20 THEN class = Breast Rule 615: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months <= 75.50 AND BMI <= 21.15 AND Lymph_Nodes_Examined <= 0.50 THEN class = Skin Rule 616: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months <= 75.50 AND BMI <= 21.15 AND Lymph_Nodes_Examined > 0.50 THEN class = Breast Rule 617: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months <= 75.50 AND BMI > 21.15 AND BMI <= 21.85 THEN class = Lung Rule 618: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months <= 75.50 AND BMI > 21.15 AND BMI > 21.85 THEN class = Skin Rule 619: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age <= 43.00 AND Age <= 33.00 AND Tumor_Size_cm <= 4.47 THEN class = Prostate Rule 620: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age <= 43.00 AND Age <= 33.00 AND Tumor_Size_cm > 4.47 AND Tumor_Size_cm <= 5.97 THEN class = Lung Rule 621: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age <= 43.00 AND Age <= 33.00 AND Tumor_Size_cm > 4.47 AND Tumor_Size_cm > 5.97 THEN class = Colon Rule 622: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age <= 43.00 AND Age > 33.00 THEN class = Colon Rule 623: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined <= 0.50 THEN class = Breast Rule 624: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 3.50 AND Age <= 63.00 THEN class = Lung Rule 625: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 3.50 AND Age > 63.00 AND Age <= 70.00 AND Tumor_Size_cm <= 6.70 THEN class = Prostate Rule 626: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 3.50 AND Age > 63.00 AND Age <= 70.00 AND Tumor_Size_cm > 6.70 THEN class = Colon Rule 627: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 3.50 AND Age > 63.00 AND Age > 70.00 THEN class = Lung Rule 628: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 3.50 AND Lymph_Nodes_Examined <= 5.00 THEN class = Lung Rule 629: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 3.50 AND Lymph_Nodes_Examined > 5.00 AND BMI <= 17.30 THEN class = Skin Rule 630: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 3.50 AND Lymph_Nodes_Examined > 5.00 AND BMI > 17.30 AND Tumor_Size_cm <= 5.68 THEN class = Leukemia Rule 631: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months <= 93.50 AND Survival_Months > 66.50 AND Tumor_Size_cm > 4.20 AND Survival_Months > 75.50 AND Age > 43.00 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 3.50 AND Lymph_Nodes_Examined > 5.00 AND BMI > 17.30 AND Tumor_Size_cm > 5.68 THEN class = Breast Rule 632: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm <= 7.72 AND Survival_Months > 93.50 THEN class = Colon Rule 633: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months <= 95.50 AND Tumor_Size_cm > 7.72 THEN class = Prostate Rule 634: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months > 95.50 AND BMI <= 17.25 THEN class = Leukemia Rule 635: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months > 95.50 AND BMI > 17.25 AND BMI <= 20.10 AND Age <= 76.00 THEN class = Skin Rule 636: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months > 95.50 AND BMI > 17.25 AND BMI <= 20.10 AND Age > 76.00 THEN class = Prostate Rule 637: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months > 95.50 AND BMI > 17.25 AND BMI > 20.10 AND Tumor_Size_cm <= 6.50 AND Age <= 44.50 THEN class = Lung Rule 638: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months > 95.50 AND BMI > 17.25 AND BMI > 20.10 AND Tumor_Size_cm <= 6.50 AND Age > 44.50 THEN class = Skin Rule 639: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm <= 7.92 AND Survival_Months > 95.50 AND BMI > 17.25 AND BMI > 20.10 AND Tumor_Size_cm > 6.50 THEN class = Lung Rule 640: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm > 7.92 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 4.50 AND Tumor_Size_cm <= 8.13 THEN class = Skin Rule 641: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm > 7.92 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 4.50 AND Tumor_Size_cm > 8.13 THEN class = Prostate Rule 642: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm > 7.92 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined > 4.50 THEN class = Lung Rule 643: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months <= 100.50 AND Tumor_Size_cm > 3.86 AND Survival_Months > 52.50 AND Tumor_Size_cm > 7.92 AND Survival_Months > 76.00 THEN class = Skin Rule 644: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm <= 1.93 THEN class = Skin Rule 645: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age <= 32.50 AND Lymph_Nodes_Examined <= 5.00 THEN class = Leukemia Rule 646: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age <= 32.50 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months <= 106.50 THEN class = Breast Rule 647: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age <= 32.50 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months > 106.50 THEN class = Skin Rule 648: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age > 32.50 AND Tumor_Size_cm <= 7.86 AND Survival_Months <= 106.50 THEN class = Colon Rule 649: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age > 32.50 AND Tumor_Size_cm <= 7.86 AND Survival_Months > 106.50 AND Tumor_Size_cm <= 3.79 THEN class = Skin Rule 650: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age > 32.50 AND Tumor_Size_cm <= 7.86 AND Survival_Months > 106.50 AND Tumor_Size_cm > 3.79 AND Age <= 61.50 THEN class = Colon Rule 651: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age > 32.50 AND Tumor_Size_cm <= 7.86 AND Survival_Months > 106.50 AND Tumor_Size_cm > 3.79 AND Age > 61.50 AND Age <= 70.00 THEN class = Skin Rule 652: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age > 32.50 AND Tumor_Size_cm <= 7.86 AND Survival_Months > 106.50 AND Tumor_Size_cm > 3.79 AND Age > 61.50 AND Age > 70.00 THEN class = Colon Rule 653: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months <= 110.50 AND Tumor_Size_cm > 1.93 AND Age > 32.50 AND Tumor_Size_cm > 7.86 THEN class = Leukemia Rule 654: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm <= 8.34 AND Survival_Months > 100.50 AND Survival_Months > 110.50 THEN class = Prostate Rule 655: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months <= 69.00 AND BMI <= 20.55 AND Lymph_Nodes_Examined <= 1.50 THEN class = Prostate Rule 656: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months <= 69.00 AND BMI <= 20.55 AND Lymph_Nodes_Examined > 1.50 AND Age <= 58.50 AND Age <= 41.00 THEN class = Breast Rule 657: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months <= 69.00 AND BMI <= 20.55 AND Lymph_Nodes_Examined > 1.50 AND Age <= 58.50 AND Age > 41.00 THEN class = Leukemia Rule 658: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months <= 69.00 AND BMI <= 20.55 AND Lymph_Nodes_Examined > 1.50 AND Age > 58.50 AND BMI <= 19.10 THEN class = Prostate Rule 659: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months <= 69.00 AND BMI <= 20.55 AND Lymph_Nodes_Examined > 1.50 AND Age > 58.50 AND BMI > 19.10 THEN class = Breast Rule 660: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months <= 69.00 AND BMI > 20.55 THEN class = Lung Rule 661: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age <= 38.50 THEN class = Leukemia Rule 662: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months <= 101.00 AND Age <= 75.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 9.27 THEN class = Colon Rule 663: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months <= 101.00 AND Age <= 75.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 9.27 AND BMI <= 20.90 THEN class = Prostate Rule 664: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months <= 101.00 AND Age <= 75.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 9.27 AND BMI > 20.90 THEN class = Colon Rule 665: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months <= 101.00 AND Age <= 75.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm <= 8.90 THEN class = Colon Rule 666: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months <= 101.00 AND Age <= 75.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 8.90 THEN class = Leukemia Rule 667: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months <= 101.00 AND Age > 75.50 THEN class = Leukemia Rule 668: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months > 101.00 AND BMI <= 19.75 THEN class = Leukemia Rule 669: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI <= 22.45 AND Tumor_Size_cm > 8.34 AND Survival_Months > 69.00 AND Age > 38.50 AND Survival_Months > 101.00 AND BMI > 19.75 THEN class = Prostate Rule 670: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.16 AND Lymph_Nodes_Positive <= 2.50 THEN class = Lung Rule 671: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.16 AND Lymph_Nodes_Positive > 2.50 AND Survival_Months <= 55.00 THEN class = Lung Rule 672: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI <= 22.95 AND Tumor_Size_cm <= 8.16 AND Lymph_Nodes_Positive > 2.50 AND Survival_Months > 55.00 THEN class = Leukemia Rule 673: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI <= 22.95 AND Tumor_Size_cm > 8.16 THEN class = Prostate Rule 674: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI > 22.95 AND Lymph_Nodes_Examined <= 6.50 AND Age <= 71.00 THEN class = Colon Rule 675: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI > 22.95 AND Lymph_Nodes_Examined <= 6.50 AND Age > 71.00 AND Survival_Months <= 55.50 THEN class = Prostate Rule 676: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI > 22.95 AND Lymph_Nodes_Examined <= 6.50 AND Age > 71.00 AND Survival_Months > 55.50 THEN class = Lung Rule 677: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months <= 66.50 AND BMI > 22.95 AND Lymph_Nodes_Examined > 6.50 THEN class = Leukemia Rule 678: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 4.00 AND Age <= 28.00 THEN class = Colon Rule 679: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 4.00 AND Age > 28.00 AND Age <= 61.50 AND Age <= 41.50 THEN class = Leukemia Rule 680: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 4.00 AND Age > 28.00 AND Age <= 61.50 AND Age > 41.50 AND Age <= 58.50 THEN class = Skin Rule 681: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 4.00 AND Age > 28.00 AND Age <= 61.50 AND Age > 41.50 AND Age > 58.50 THEN class = Leukemia Rule 682: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 4.00 AND Age > 28.00 AND Age > 61.50 THEN class = Prostate Rule 683: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined > 4.00 AND Tumor_Size_cm <= 1.33 AND BMI <= 22.80 THEN class = Colon Rule 684: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined > 4.00 AND Tumor_Size_cm <= 1.33 AND BMI > 22.80 THEN class = Leukemia Rule 685: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined > 4.00 AND Tumor_Size_cm > 1.33 AND Survival_Months <= 70.50 AND Tumor_Size_cm <= 6.94 THEN class = Prostate Rule 686: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined > 4.00 AND Tumor_Size_cm > 1.33 AND Survival_Months <= 70.50 AND Tumor_Size_cm > 6.94 THEN class = Breast Rule 687: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined > 4.00 AND Tumor_Size_cm > 1.33 AND Survival_Months > 70.50 THEN class = Breast Rule 688: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI <= 22.95 AND Survival_Months <= 95.50 THEN class = Prostate Rule 689: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI <= 22.95 AND Survival_Months > 95.50 AND Survival_Months <= 104.00 THEN class = Breast Rule 690: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI <= 22.95 AND Survival_Months > 95.50 AND Survival_Months > 104.00 AND Lymph_Nodes_Examined <= 7.00 THEN class = Prostate Rule 691: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI <= 22.95 AND Survival_Months > 95.50 AND Survival_Months > 104.00 AND Lymph_Nodes_Examined > 7.00 THEN class = Lung Rule 692: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI > 22.95 AND Lymph_Nodes_Examined <= 5.00 THEN class = Prostate Rule 693: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI > 22.95 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months <= 109.00 THEN class = Lung Rule 694: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI > 22.95 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months > 109.00 AND Lymph_Nodes_Examined <= 12.50 THEN class = Skin Rule 695: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI <= 23.35 AND Survival_Months > 66.50 AND Survival_Months > 80.50 AND BMI > 22.95 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months > 109.00 AND Lymph_Nodes_Examined > 12.50 THEN class = Lung Rule 696: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI > 23.35 AND Tumor_Size_cm <= 2.94 THEN class = Breast Rule 697: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI > 23.35 AND Tumor_Size_cm > 2.94 AND Survival_Months <= 57.50 THEN class = Skin Rule 698: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months <= 111.50 AND BMI > 22.45 AND BMI > 23.35 AND Tumor_Size_cm > 2.94 AND Survival_Months > 57.50 THEN class = Lung Rule 699: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months > 111.50 AND Tumor_Size_cm <= 6.58 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm <= 3.44 THEN class = Skin Rule 700: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months > 111.50 AND Tumor_Size_cm <= 6.58 AND Lymph_Nodes_Positive <= 1.50 AND Tumor_Size_cm > 3.44 THEN class = Prostate Rule 701: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months > 111.50 AND Tumor_Size_cm <= 6.58 AND Lymph_Nodes_Positive > 1.50 THEN class = Breast Rule 702: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive <= 4.50 AND Survival_Months > 111.50 AND Tumor_Size_cm > 6.58 THEN class = Skin Rule 703: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age <= 45.00 AND Age <= 26.00 THEN class = Leukemia Rule 704: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age <= 45.00 AND Age > 26.00 AND Tumor_Size_cm <= 8.54 AND Age <= 34.50 AND BMI <= 18.20 THEN class = Breast Rule 705: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age <= 45.00 AND Age > 26.00 AND Tumor_Size_cm <= 8.54 AND Age <= 34.50 AND BMI > 18.20 THEN class = Lung Rule 706: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age <= 45.00 AND Age > 26.00 AND Tumor_Size_cm <= 8.54 AND Age > 34.50 THEN class = Breast Rule 707: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age <= 45.00 AND Age > 26.00 AND Tumor_Size_cm > 8.54 THEN class = Colon Rule 708: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined <= 7.50 AND Tumor_Size_cm <= 1.82 AND Survival_Months <= 64.50 THEN class = Lung Rule 709: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined <= 7.50 AND Tumor_Size_cm <= 1.82 AND Survival_Months > 64.50 AND Lymph_Nodes_Positive <= 5.50 THEN class = Prostate Rule 710: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined <= 7.50 AND Tumor_Size_cm <= 1.82 AND Survival_Months > 64.50 AND Lymph_Nodes_Positive > 5.50 THEN class = Colon Rule 711: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined <= 7.50 AND Tumor_Size_cm > 1.82 AND Age <= 71.00 THEN class = Leukemia Rule 712: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined <= 7.50 AND Tumor_Size_cm > 1.82 AND Age > 71.00 THEN class = Prostate Rule 713: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined > 7.50 AND Survival_Months <= 70.50 THEN class = Prostate Rule 714: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 92.50 AND Age > 45.00 AND Lymph_Nodes_Examined > 7.50 AND Survival_Months > 70.50 THEN class = Colon Rule 715: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months <= 106.50 AND Lymph_Nodes_Examined <= 5.50 THEN class = Prostate Rule 716: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months <= 106.50 AND Lymph_Nodes_Examined > 5.50 AND Tumor_Size_cm <= 9.14 AND Age <= 34.00 AND Tumor_Size_cm <= 6.79 THEN class = Leukemia Rule 717: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months <= 106.50 AND Lymph_Nodes_Examined > 5.50 AND Tumor_Size_cm <= 9.14 AND Age <= 34.00 AND Tumor_Size_cm > 6.79 THEN class = Lung Rule 718: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months <= 106.50 AND Lymph_Nodes_Examined > 5.50 AND Tumor_Size_cm <= 9.14 AND Age > 34.00 THEN class = Lung Rule 719: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months <= 106.50 AND Lymph_Nodes_Examined > 5.50 AND Tumor_Size_cm > 9.14 AND Tumor_Size_cm <= 9.59 THEN class = Skin Rule 720: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months <= 106.50 AND Lymph_Nodes_Examined > 5.50 AND Tumor_Size_cm > 9.14 AND Tumor_Size_cm > 9.59 THEN class = Lung Rule 721: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months > 106.50 AND Tumor_Size_cm <= 3.23 AND Lymph_Nodes_Positive <= 6.00 THEN class = Lung Rule 722: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months > 106.50 AND Tumor_Size_cm <= 3.23 AND Lymph_Nodes_Positive > 6.00 THEN class = Colon Rule 723: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 92.50 AND Survival_Months > 106.50 AND Tumor_Size_cm > 3.23 THEN class = Leukemia Rule 724: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm <= 1.97 AND Survival_Months <= 76.00 AND Lymph_Nodes_Positive <= 6.50 THEN class = Breast Rule 725: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm <= 1.97 AND Survival_Months <= 76.00 AND Lymph_Nodes_Positive > 6.50 THEN class = Colon Rule 726: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm <= 1.97 AND Survival_Months > 76.00 AND Lymph_Nodes_Positive <= 7.50 THEN class = Prostate Rule 727: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm <= 1.97 AND Survival_Months > 76.00 AND Lymph_Nodes_Positive > 7.50 THEN class = Lung Rule 728: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm > 1.97 AND BMI <= 11.75 THEN class = Prostate Rule 729: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm > 1.97 AND BMI > 11.75 AND Survival_Months <= 93.50 THEN class = Lung Rule 730: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm > 1.97 AND BMI > 11.75 AND Survival_Months > 93.50 AND Survival_Months <= 99.00 THEN class = Leukemia Rule 731: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI <= 22.70 AND Tumor_Size_cm > 1.97 AND BMI > 11.75 AND Survival_Months > 93.50 AND Survival_Months > 99.00 THEN class = Lung Rule 732: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive <= 13.50 AND BMI > 22.70 THEN class = Colon Rule 733: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 26.50 AND Lymph_Nodes_Positive > 13.50 THEN class = Breast Rule 734: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined <= 11.50 AND Lymph_Nodes_Examined <= 10.50 THEN class = Prostate Rule 735: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined <= 11.50 AND Lymph_Nodes_Examined > 10.50 THEN class = Skin Rule 736: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm <= 0.69 THEN class = Breast Rule 737: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI <= 19.45 AND BMI <= 17.25 AND Lymph_Nodes_Positive <= 12.00 THEN class = Breast Rule 738: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI <= 19.45 AND BMI <= 17.25 AND Lymph_Nodes_Positive > 12.00 THEN class = Skin Rule 739: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI <= 19.45 AND BMI > 17.25 AND Age <= 29.50 THEN class = Skin Rule 740: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI <= 19.45 AND BMI > 17.25 AND Age > 29.50 THEN class = Leukemia Rule 741: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age <= 33.50 AND BMI <= 20.95 AND Tumor_Size_cm <= 3.90 THEN class = Colon Rule 742: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age <= 33.50 AND BMI <= 20.95 AND Tumor_Size_cm > 3.90 THEN class = Prostate Rule 743: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age <= 33.50 AND BMI > 20.95 THEN class = Skin Rule 744: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined <= 14.00 AND Age <= 42.00 THEN class = Breast Rule 745: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined <= 14.00 AND Age > 42.00 THEN class = Lung Rule 746: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined > 14.00 AND BMI <= 23.25 AND Lymph_Nodes_Examined <= 18.00 THEN class = Prostate Rule 747: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined > 14.00 AND BMI <= 23.25 AND Lymph_Nodes_Examined > 18.00 AND Age <= 38.00 AND Survival_Months <= 78.00 THEN class = Leukemia Rule 748: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined > 14.00 AND BMI <= 23.25 AND Lymph_Nodes_Examined > 18.00 AND Age <= 38.00 AND Survival_Months > 78.00 THEN class = Prostate Rule 749: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined > 14.00 AND BMI <= 23.25 AND Lymph_Nodes_Examined > 18.00 AND Age > 38.00 AND Lymph_Nodes_Positive <= 10.50 THEN class = Colon Rule 750: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined > 14.00 AND BMI <= 23.25 AND Lymph_Nodes_Examined > 18.00 AND Age > 38.00 AND Lymph_Nodes_Positive > 10.50 THEN class = Skin Rule 751: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive <= 14.50 AND Age > 33.50 AND Lymph_Nodes_Examined > 14.00 AND BMI > 23.25 THEN class = Leukemia Rule 752: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive <= 15.50 AND Lymph_Nodes_Positive > 14.50 THEN class = Colon Rule 753: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive > 15.50 AND Age <= 35.00 THEN class = Leukemia Rule 754: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age <= 46.50 AND Lymph_Nodes_Examined > 11.50 AND Tumor_Size_cm > 0.69 AND BMI > 19.45 AND Lymph_Nodes_Positive > 15.50 AND Age > 35.00 THEN class = Breast Rule 755: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age <= 52.50 AND BMI <= 17.80 THEN class = Lung Rule 756: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age <= 52.50 AND BMI > 17.80 AND Survival_Months <= 71.00 THEN class = Lung Rule 757: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age <= 52.50 AND BMI > 17.80 AND Survival_Months > 71.00 THEN class = Prostate Rule 758: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 AND BMI <= 20.55 AND Lymph_Nodes_Positive <= 5.50 THEN class = Leukemia Rule 759: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 AND BMI <= 20.55 AND Lymph_Nodes_Positive > 5.50 AND Survival_Months <= 97.00 THEN class = Prostate Rule 760: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 AND BMI <= 20.55 AND Lymph_Nodes_Positive > 5.50 AND Survival_Months > 97.00 THEN class = Leukemia Rule 761: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 AND BMI > 20.55 AND Survival_Months <= 70.50 AND BMI <= 21.70 THEN class = Lung Rule 762: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 AND BMI > 20.55 AND Survival_Months <= 70.50 AND BMI > 21.70 THEN class = Prostate Rule 763: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive <= 8.50 AND BMI > 20.55 AND Survival_Months > 70.50 THEN class = Skin Rule 764: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive > 8.50 AND Survival_Months <= 100.50 AND Age <= 66.50 THEN class = Leukemia Rule 765: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive > 8.50 AND Survival_Months <= 100.50 AND Age > 66.50 THEN class = Breast Rule 766: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined <= 13.50 AND Lymph_Nodes_Positive > 8.50 AND Survival_Months > 100.50 THEN class = Breast Rule 767: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months <= 94.50 AND Tumor_Size_cm <= 3.73 AND Tumor_Size_cm <= 1.66 THEN class = Prostate Rule 768: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months <= 94.50 AND Tumor_Size_cm <= 3.73 AND Tumor_Size_cm > 1.66 THEN class = Lung Rule 769: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months <= 94.50 AND Tumor_Size_cm > 3.73 AND Tumor_Size_cm <= 4.99 THEN class = Breast Rule 770: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months <= 94.50 AND Tumor_Size_cm > 3.73 AND Tumor_Size_cm > 4.99 AND Lymph_Nodes_Examined <= 17.50 THEN class = Leukemia Rule 771: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months <= 94.50 AND Tumor_Size_cm > 3.73 AND Tumor_Size_cm > 4.99 AND Lymph_Nodes_Examined > 17.50 AND BMI <= 17.15 THEN class = Prostate Rule 772: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months <= 94.50 AND Tumor_Size_cm > 3.73 AND Tumor_Size_cm > 4.99 AND Lymph_Nodes_Examined > 17.50 AND BMI > 17.15 THEN class = Lung Rule 773: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months > 94.50 AND Lymph_Nodes_Positive <= 17.50 THEN class = Prostate Rule 774: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age <= 67.00 AND Survival_Months > 94.50 AND Lymph_Nodes_Positive > 17.50 THEN class = Skin Rule 775: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age > 67.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm <= 6.72 THEN class = Colon Rule 776: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age > 67.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm > 6.72 THEN class = Prostate Rule 777: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm <= 7.12 AND Age > 46.50 AND Age > 52.50 AND Lymph_Nodes_Examined > 13.50 AND Age > 67.00 AND Lymph_Nodes_Examined > 17.50 THEN class = Lung Rule 778: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm <= 7.30 AND Survival_Months <= 59.50 THEN class = Colon Rule 779: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm <= 7.30 AND Survival_Months > 59.50 THEN class = Leukemia Rule 780: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined <= 12.50 THEN class = Breast Rule 781: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months <= 62.00 AND Age <= 38.00 THEN class = Prostate Rule 782: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months <= 62.00 AND Age > 38.00 AND Age <= 49.50 THEN class = Colon Rule 783: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months <= 62.00 AND Age > 38.00 AND Age > 49.50 THEN class = Lung Rule 784: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months > 62.00 THEN class = Prostate Rule 785: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined > 15.50 AND BMI <= 17.95 THEN class = Breast Rule 786: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined > 15.50 AND BMI > 17.95 AND Survival_Months <= 76.50 THEN class = Colon Rule 787: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm <= 9.03 AND Lymph_Nodes_Examined > 12.50 AND Lymph_Nodes_Examined > 15.50 AND BMI > 17.95 AND Survival_Months > 76.50 THEN class = Lung Rule 788: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm <= 9.81 AND Tumor_Size_cm > 9.03 THEN class = Prostate Rule 789: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm > 9.81 AND Lymph_Nodes_Positive <= 9.50 THEN class = Leukemia Rule 790: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months <= 79.00 AND Tumor_Size_cm > 7.30 AND Tumor_Size_cm > 9.81 AND Lymph_Nodes_Positive > 9.50 THEN class = Colon Rule 791: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI <= 22.20 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined <= 9.50 THEN class = Prostate Rule 792: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI <= 22.20 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 8.00 AND Lymph_Nodes_Examined <= 12.00 THEN class = Leukemia Rule 793: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI <= 22.20 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 8.00 AND Lymph_Nodes_Examined > 12.00 THEN class = Breast Rule 794: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI <= 22.20 AND Lymph_Nodes_Positive <= 11.50 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 8.00 THEN class = Breast Rule 795: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI <= 22.20 AND Lymph_Nodes_Positive > 11.50 THEN class = Leukemia Rule 796: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI > 22.20 AND Age <= 36.00 THEN class = Leukemia Rule 797: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm <= 9.42 AND BMI > 22.20 AND Age > 36.00 THEN class = Colon Rule 798: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm > 9.42 AND Lymph_Nodes_Examined <= 13.50 THEN class = Skin Rule 799: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months <= 106.50 AND Tumor_Size_cm > 9.42 AND Lymph_Nodes_Examined > 13.50 THEN class = Breast Rule 800: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months > 106.50 AND Survival_Months <= 112.50 THEN class = Lung Rule 801: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months > 106.50 AND Survival_Months > 112.50 AND Lymph_Nodes_Positive <= 9.50 THEN class = Skin Rule 802: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI <= 22.85 AND Survival_Months > 79.00 AND Survival_Months > 106.50 AND Survival_Months > 112.50 AND Lymph_Nodes_Positive > 9.50 THEN class = Colon Rule 803: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI <= 23.35 AND Tumor_Size_cm > 7.12 AND BMI > 22.85 THEN class = Leukemia Rule 804: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age <= 77.50 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 26.50 AND BMI > 23.35 THEN class = Prostate Rule 805: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months <= 58.50 AND Age <= 79.50 THEN class = Prostate Rule 806: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months <= 58.50 AND Age > 79.50 THEN class = Colon Rule 807: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm <= 1.30 AND BMI <= 22.10 THEN class = Prostate Rule 808: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm <= 1.30 AND BMI > 22.10 THEN class = Colon Rule 809: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI <= 22.55 AND Lymph_Nodes_Examined <= 13.50 THEN class = Leukemia Rule 810: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI <= 22.55 AND Lymph_Nodes_Examined > 13.50 AND Lymph_Nodes_Examined <= 16.50 AND Tumor_Size_cm <= 4.51 THEN class = Prostate Rule 811: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI <= 22.55 AND Lymph_Nodes_Examined > 13.50 AND Lymph_Nodes_Examined <= 16.50 AND Tumor_Size_cm > 4.51 AND BMI <= 20.35 THEN class = Colon Rule 812: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI <= 22.55 AND Lymph_Nodes_Examined > 13.50 AND Lymph_Nodes_Examined <= 16.50 AND Tumor_Size_cm > 4.51 AND BMI > 20.35 THEN class = Lung Rule 813: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI <= 22.55 AND Lymph_Nodes_Examined > 13.50 AND Lymph_Nodes_Examined > 16.50 AND Survival_Months <= 73.00 THEN class = Prostate Rule 814: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI <= 22.55 AND Lymph_Nodes_Examined > 13.50 AND Lymph_Nodes_Examined > 16.50 AND Survival_Months > 73.00 THEN class = Leukemia Rule 815: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age <= 80.50 AND Tumor_Size_cm > 1.30 AND BMI > 22.55 THEN class = Prostate Rule 816: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm <= 5.46 AND Lymph_Nodes_Positive <= 10.50 AND Lymph_Nodes_Positive <= 9.50 AND Survival_Months <= 107.50 AND Lymph_Nodes_Examined <= 17.50 THEN class = Breast Rule 817: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm <= 5.46 AND Lymph_Nodes_Positive <= 10.50 AND Lymph_Nodes_Positive <= 9.50 AND Survival_Months <= 107.50 AND Lymph_Nodes_Examined > 17.50 THEN class = Colon Rule 818: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm <= 5.46 AND Lymph_Nodes_Positive <= 10.50 AND Lymph_Nodes_Positive <= 9.50 AND Survival_Months > 107.50 THEN class = Prostate Rule 819: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm <= 5.46 AND Lymph_Nodes_Positive <= 10.50 AND Lymph_Nodes_Positive > 9.50 THEN class = Prostate Rule 820: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm <= 5.46 AND Lymph_Nodes_Positive > 10.50 THEN class = Skin Rule 821: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined <= 4.50 AND Survival_Months <= 73.50 THEN class = Prostate Rule 822: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined <= 4.50 AND Survival_Months > 73.50 AND BMI <= 22.40 AND Lymph_Nodes_Examined <= 3.50 THEN class = Lung Rule 823: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined <= 4.50 AND Survival_Months > 73.50 AND BMI <= 22.40 AND Lymph_Nodes_Examined > 3.50 THEN class = Colon Rule 824: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined <= 4.50 AND Survival_Months > 73.50 AND BMI > 22.40 THEN class = Leukemia Rule 825: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined > 4.50 AND Tumor_Size_cm <= 9.03 AND Survival_Months <= 87.00 AND Survival_Months <= 71.00 THEN class = Leukemia Rule 826: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined > 4.50 AND Tumor_Size_cm <= 9.03 AND Survival_Months <= 87.00 AND Survival_Months > 71.00 THEN class = Breast Rule 827: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined > 4.50 AND Tumor_Size_cm <= 9.03 AND Survival_Months > 87.00 THEN class = Leukemia Rule 828: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined > 4.50 AND Tumor_Size_cm > 9.03 AND BMI <= 19.95 AND Survival_Months <= 64.00 THEN class = Leukemia Rule 829: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined > 4.50 AND Tumor_Size_cm > 9.03 AND BMI <= 19.95 AND Survival_Months > 64.00 THEN class = Skin Rule 830: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age <= 85.50 AND Age > 77.50 AND Survival_Months > 58.50 AND Age > 80.50 AND Tumor_Size_cm > 5.46 AND Lymph_Nodes_Examined > 4.50 AND Tumor_Size_cm > 9.03 AND BMI > 19.95 THEN class = Prostate Rule 831: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI <= 19.25 AND Tumor_Size_cm <= 1.52 THEN class = Skin Rule 832: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI <= 19.25 AND Tumor_Size_cm > 1.52 AND Survival_Months <= 96.50 AND Tumor_Size_cm <= 6.07 THEN class = Prostate Rule 833: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI <= 19.25 AND Tumor_Size_cm > 1.52 AND Survival_Months <= 96.50 AND Tumor_Size_cm > 6.07 THEN class = Colon Rule 834: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI <= 19.25 AND Tumor_Size_cm > 1.52 AND Survival_Months > 96.50 THEN class = Colon Rule 835: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age <= 88.50 AND Tumor_Size_cm <= 5.47 AND BMI <= 19.95 THEN class = Lung Rule 836: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age <= 88.50 AND Tumor_Size_cm <= 5.47 AND BMI > 19.95 AND Tumor_Size_cm <= 0.93 THEN class = Colon Rule 837: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age <= 88.50 AND Tumor_Size_cm <= 5.47 AND BMI > 19.95 AND Tumor_Size_cm > 0.93 THEN class = Skin Rule 838: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age <= 88.50 AND Tumor_Size_cm > 5.47 AND Tumor_Size_cm <= 8.80 THEN class = Colon Rule 839: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age <= 88.50 AND Tumor_Size_cm > 5.47 AND Tumor_Size_cm > 8.80 AND Tumor_Size_cm <= 9.49 THEN class = Skin Rule 840: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age <= 88.50 AND Tumor_Size_cm > 5.47 AND Tumor_Size_cm > 8.80 AND Tumor_Size_cm > 9.49 THEN class = Colon Rule 841: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age > 88.50 AND Tumor_Size_cm <= 8.14 THEN class = Prostate Rule 842: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI <= 23.05 AND Age > 88.50 AND Tumor_Size_cm > 8.14 THEN class = Lung Rule 843: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months <= 115.50 AND Age > 85.50 AND BMI > 19.25 AND BMI > 23.05 THEN class = Skin Rule 844: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI <= 16.10 AND Age <= 74.00 THEN class = Breast Rule 845: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI <= 16.10 AND Age > 74.00 THEN class = Colon Rule 846: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 21.30 THEN class = Leukemia Rule 847: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 21.30 AND BMI <= 23.00 AND Age <= 64.50 THEN class = Lung Rule 848: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 21.30 AND BMI <= 23.00 AND Age > 64.50 AND Lymph_Nodes_Examined <= 11.50 THEN class = Breast Rule 849: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 21.30 AND BMI <= 23.00 AND Age > 64.50 AND Lymph_Nodes_Examined > 11.50 THEN class = Colon Rule 850: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 21.30 AND BMI > 23.00 THEN class = Leukemia Rule 851: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive > 5.50 AND BMI <= 21.00 THEN class = Skin Rule 852: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive > 5.50 AND BMI > 21.00 AND BMI <= 22.70 THEN class = Leukemia Rule 853: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive > 5.50 AND BMI > 21.00 AND BMI > 22.70 AND Lymph_Nodes_Examined <= 11.00 THEN class = Skin Rule 854: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI <= 23.55 AND Survival_Months > 115.50 AND BMI > 16.10 AND Lymph_Nodes_Positive > 5.50 AND BMI > 21.00 AND BMI > 22.70 AND Lymph_Nodes_Examined > 11.00 THEN class = Colon Rule 855: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive <= 1.50 AND BMI <= 37.85 AND Age <= 54.00 AND BMI <= 27.85 THEN class = Leukemia Rule 856: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive <= 1.50 AND BMI <= 37.85 AND Age <= 54.00 AND BMI > 27.85 THEN class = Skin Rule 857: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive <= 1.50 AND BMI <= 37.85 AND Age > 54.00 THEN class = Skin Rule 858: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive <= 1.50 AND BMI > 37.85 THEN class = Colon Rule 859: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive > 1.50 AND Age <= 76.50 AND Survival_Months <= 61.50 THEN class = Skin Rule 860: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive > 1.50 AND Age <= 76.50 AND Survival_Months > 61.50 THEN class = Lung Rule 861: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm <= 0.90 AND Lymph_Nodes_Positive > 1.50 AND Age > 76.50 THEN class = Prostate Rule 862: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age <= 33.00 AND Survival_Months <= 75.50 THEN class = Skin Rule 863: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age <= 33.00 AND Survival_Months > 75.50 AND Lymph_Nodes_Examined <= 1.50 THEN class = Skin Rule 864: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age <= 33.00 AND Survival_Months > 75.50 AND Lymph_Nodes_Examined > 1.50 AND Lymph_Nodes_Examined <= 5.50 THEN class = Prostate Rule 865: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age <= 33.00 AND Survival_Months > 75.50 AND Lymph_Nodes_Examined > 1.50 AND Lymph_Nodes_Examined > 5.50 THEN class = Lung Rule 866: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm <= 0.96 THEN class = Breast Rule 867: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age <= 60.50 AND Survival_Months <= 64.00 THEN class = Breast Rule 868: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age <= 60.50 AND Survival_Months > 64.00 AND Lymph_Nodes_Examined <= 0.50 THEN class = Breast Rule 869: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age <= 60.50 AND Survival_Months > 64.00 AND Lymph_Nodes_Examined > 0.50 THEN class = Prostate Rule 870: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age > 60.50 AND BMI <= 27.15 AND Tumor_Size_cm <= 1.08 THEN class = Leukemia Rule 871: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age > 60.50 AND BMI <= 27.15 AND Tumor_Size_cm > 1.08 AND BMI <= 25.95 AND Tumor_Size_cm <= 1.12 THEN class = Prostate Rule 872: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age > 60.50 AND BMI <= 27.15 AND Tumor_Size_cm > 1.08 AND BMI <= 25.95 AND Tumor_Size_cm > 1.12 AND Age <= 79.00 THEN class = Breast Rule 873: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age > 60.50 AND BMI <= 27.15 AND Tumor_Size_cm > 1.08 AND BMI <= 25.95 AND Tumor_Size_cm > 1.12 AND Age > 79.00 THEN class = Lung Rule 874: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age > 60.50 AND BMI <= 27.15 AND Tumor_Size_cm > 1.08 AND BMI > 25.95 THEN class = Skin Rule 875: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive <= 3.50 AND Tumor_Size_cm > 0.90 AND Age > 33.00 AND Tumor_Size_cm > 0.96 AND Age > 60.50 AND BMI > 27.15 THEN class = Leukemia Rule 876: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm <= 0.67 THEN class = Leukemia Rule 877: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age <= 27.50 THEN class = Skin Rule 878: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age <= 40.50 AND Age <= 33.50 THEN class = Leukemia Rule 879: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age <= 40.50 AND Age > 33.50 THEN class = Colon Rule 880: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI <= 26.15 AND Age <= 69.50 THEN class = Leukemia Rule 881: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI <= 26.15 AND Age > 69.50 AND Survival_Months <= 63.00 THEN class = Lung Rule 882: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI <= 26.15 AND Age > 69.50 AND Survival_Months > 63.00 THEN class = Skin Rule 883: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI > 26.15 AND Age <= 48.00 AND Age <= 43.00 THEN class = Prostate Rule 884: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI > 26.15 AND Age <= 48.00 AND Age > 43.00 THEN class = Lung Rule 885: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI > 26.15 AND Age > 48.00 AND Lymph_Nodes_Examined <= 17.00 THEN class = Colon Rule 886: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months <= 84.50 AND BMI > 26.15 AND Age > 48.00 AND Lymph_Nodes_Examined > 17.00 THEN class = Skin Rule 887: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months > 84.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months <= 92.50 THEN class = Breast Rule 888: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months > 84.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months > 92.50 AND BMI <= 26.50 THEN class = Colon Rule 889: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months > 84.50 AND Lymph_Nodes_Examined <= 15.50 AND Survival_Months > 92.50 AND BMI > 26.50 THEN class = Leukemia Rule 890: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months > 84.50 AND Lymph_Nodes_Examined > 15.50 AND Survival_Months <= 96.50 THEN class = Lung Rule 891: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months <= 100.50 AND Lymph_Nodes_Positive > 3.50 AND Tumor_Size_cm > 0.67 AND Age > 27.50 AND Age > 40.50 AND Survival_Months > 84.50 AND Lymph_Nodes_Examined > 15.50 AND Survival_Months > 96.50 THEN class = Breast Rule 892: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive <= 0.50 AND BMI <= 24.25 THEN class = Breast Rule 893: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive <= 0.50 AND BMI > 24.25 AND BMI <= 28.45 THEN class = Lung Rule 894: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive <= 0.50 AND BMI > 24.25 AND BMI > 28.45 AND BMI <= 30.00 THEN class = Breast Rule 895: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive <= 0.50 AND BMI > 24.25 AND BMI > 28.45 AND BMI > 30.00 AND Tumor_Size_cm <= 1.04 THEN class = Colon Rule 896: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive <= 0.50 AND BMI > 24.25 AND BMI > 28.45 AND BMI > 30.00 AND Tumor_Size_cm > 1.04 THEN class = Lung Rule 897: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 26.45 AND Survival_Months <= 107.50 AND Survival_Months <= 102.00 THEN class = Prostate Rule 898: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 26.45 AND Survival_Months <= 107.50 AND Survival_Months > 102.00 THEN class = Leukemia Rule 899: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 26.45 AND Survival_Months > 107.50 AND Tumor_Size_cm <= 1.53 THEN class = Prostate Rule 900: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI <= 26.45 AND Survival_Months > 107.50 AND Tumor_Size_cm > 1.53 THEN class = Lung Rule 901: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive <= 1.50 THEN class = Skin Rule 902: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive > 1.50 AND BMI <= 31.50 AND Tumor_Size_cm <= 0.82 THEN class = Colon Rule 903: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive > 1.50 AND BMI <= 31.50 AND Tumor_Size_cm > 0.82 AND Lymph_Nodes_Examined <= 11.00 THEN class = Lung Rule 904: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive > 1.50 AND BMI <= 31.50 AND Tumor_Size_cm > 0.82 AND Lymph_Nodes_Examined > 11.00 AND Age <= 58.50 THEN class = Lung Rule 905: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive > 1.50 AND BMI <= 31.50 AND Tumor_Size_cm > 0.82 AND Lymph_Nodes_Examined > 11.00 AND Age > 58.50 THEN class = Skin Rule 906: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive > 1.50 AND BMI > 31.50 AND Lymph_Nodes_Examined <= 14.00 THEN class = Leukemia Rule 907: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm <= 1.61 AND Survival_Months > 100.50 AND Lymph_Nodes_Positive > 0.50 AND BMI > 26.45 AND Lymph_Nodes_Positive > 1.50 AND BMI > 31.50 AND Lymph_Nodes_Examined > 14.00 THEN class = Colon Rule 908: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months <= 65.00 THEN class = Leukemia Rule 909: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months > 65.00 AND Age <= 34.50 THEN class = Lung Rule 910: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months > 65.00 AND Age > 34.50 THEN class = Breast Rule 911: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age <= 43.00 AND Tumor_Size_cm <= 4.94 AND BMI <= 24.15 THEN class = Colon Rule 912: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age <= 43.00 AND Tumor_Size_cm <= 4.94 AND BMI > 24.15 AND Tumor_Size_cm <= 3.19 THEN class = Skin Rule 913: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age <= 43.00 AND Tumor_Size_cm <= 4.94 AND BMI > 24.15 AND Tumor_Size_cm > 3.19 THEN class = Lung Rule 914: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age <= 43.00 AND Tumor_Size_cm > 4.94 THEN class = Colon Rule 915: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age <= 58.50 THEN class = Lung Rule 916: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm <= 2.33 THEN class = Colon Rule 917: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm > 2.33 AND Lymph_Nodes_Examined <= 1.50 THEN class = Skin Rule 918: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm > 2.33 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months <= 107.00 AND Lymph_Nodes_Positive <= 1.50 AND BMI <= 24.20 THEN class = Leukemia Rule 919: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm > 2.33 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months <= 107.00 AND Lymph_Nodes_Positive <= 1.50 AND BMI > 24.20 THEN class = Breast Rule 920: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm > 2.33 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months <= 107.00 AND Lymph_Nodes_Positive > 1.50 AND Age <= 66.50 THEN class = Leukemia Rule 921: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm > 2.33 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months <= 107.00 AND Lymph_Nodes_Positive > 1.50 AND Age > 66.50 THEN class = Colon Rule 922: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm <= 9.38 AND Age > 43.00 AND Age > 58.50 AND Tumor_Size_cm > 2.33 AND Lymph_Nodes_Examined > 1.50 AND Survival_Months > 107.00 THEN class = Prostate Rule 923: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined <= 2.50 AND Tumor_Size_cm > 9.38 THEN class = Prostate Rule 924: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI <= 23.65 AND Age <= 47.50 THEN class = Lung Rule 925: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI <= 23.65 AND Age > 47.50 THEN class = Prostate Rule 926: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined <= 9.50 AND Lymph_Nodes_Examined <= 3.50 THEN class = Breast Rule 927: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined <= 9.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 94.50 AND Lymph_Nodes_Examined <= 8.50 THEN class = Colon Rule 928: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined <= 9.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months <= 94.50 AND Lymph_Nodes_Examined > 8.50 THEN class = Prostate Rule 929: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined <= 9.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months > 94.50 AND Lymph_Nodes_Examined <= 5.50 THEN class = Prostate Rule 930: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined <= 9.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months > 94.50 AND Lymph_Nodes_Examined > 5.50 AND Age <= 72.00 THEN class = Breast Rule 931: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined <= 9.50 AND Lymph_Nodes_Examined > 3.50 AND Survival_Months > 94.50 AND Lymph_Nodes_Examined > 5.50 AND Age > 72.00 THEN class = Colon Rule 932: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive <= 1.50 THEN class = Prostate Rule 933: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive > 1.50 AND Age <= 35.00 THEN class = Lung Rule 934: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 2.50 AND Lymph_Nodes_Positive > 1.50 AND Age > 35.00 THEN class = Leukemia Rule 935: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI <= 24.55 AND BMI > 23.65 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 2.50 THEN class = Breast Rule 936: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive <= 7.50 AND Lymph_Nodes_Examined <= 14.00 AND Lymph_Nodes_Examined <= 8.50 AND Tumor_Size_cm <= 3.02 AND Survival_Months <= 75.50 THEN class = Skin Rule 937: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive <= 7.50 AND Lymph_Nodes_Examined <= 14.00 AND Lymph_Nodes_Examined <= 8.50 AND Tumor_Size_cm <= 3.02 AND Survival_Months > 75.50 THEN class = Leukemia Rule 938: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive <= 7.50 AND Lymph_Nodes_Examined <= 14.00 AND Lymph_Nodes_Examined <= 8.50 AND Tumor_Size_cm > 3.02 THEN class = Breast Rule 939: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive <= 7.50 AND Lymph_Nodes_Examined <= 14.00 AND Lymph_Nodes_Examined > 8.50 THEN class = Colon Rule 940: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive <= 7.50 AND Lymph_Nodes_Examined > 14.00 THEN class = Leukemia Rule 941: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive > 7.50 AND Age <= 27.50 THEN class = Prostate Rule 942: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive > 7.50 AND Age > 27.50 AND Age <= 39.00 THEN class = Skin Rule 943: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive > 7.50 AND Age > 27.50 AND Age > 39.00 AND Survival_Months <= 108.50 THEN class = Lung Rule 944: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age <= 48.00 AND Lymph_Nodes_Positive > 7.50 AND Age > 27.50 AND Age > 39.00 AND Survival_Months > 108.50 THEN class = Skin Rule 945: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive <= 4.50 AND BMI <= 25.10 AND Age <= 79.50 THEN class = Prostate Rule 946: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive <= 4.50 AND BMI <= 25.10 AND Age > 79.50 THEN class = Skin Rule 947: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive <= 4.50 AND BMI > 25.10 AND Age <= 71.50 AND Lymph_Nodes_Examined <= 14.00 THEN class = Breast Rule 948: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive <= 4.50 AND BMI > 25.10 AND Age <= 71.50 AND Lymph_Nodes_Examined > 14.00 THEN class = Lung Rule 949: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive <= 4.50 AND BMI > 25.10 AND Age > 71.50 THEN class = Leukemia Rule 950: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 15.50 AND Age <= 69.50 THEN class = Breast Rule 951: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 15.50 AND Age > 69.50 AND Lymph_Nodes_Positive <= 7.00 THEN class = Skin Rule 952: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined <= 15.50 AND Age > 69.50 AND Lymph_Nodes_Positive > 7.00 THEN class = Prostate Rule 953: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm <= 5.89 AND BMI > 24.55 AND Age > 48.00 AND Lymph_Nodes_Positive > 4.50 AND Lymph_Nodes_Examined > 15.50 THEN class = Breast Rule 954: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm <= 6.30 AND Tumor_Size_cm <= 6.12 AND Lymph_Nodes_Positive <= 2.50 THEN class = Skin Rule 955: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm <= 6.30 AND Tumor_Size_cm <= 6.12 AND Lymph_Nodes_Positive > 2.50 THEN class = Leukemia Rule 956: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm <= 6.30 AND Tumor_Size_cm > 6.12 THEN class = Colon Rule 957: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm > 6.30 AND BMI <= 24.75 AND Tumor_Size_cm <= 6.60 THEN class = Skin Rule 958: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm > 6.30 AND BMI <= 24.75 AND Tumor_Size_cm > 6.60 AND BMI <= 24.30 AND Age <= 45.00 THEN class = Prostate Rule 959: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm > 6.30 AND BMI <= 24.75 AND Tumor_Size_cm > 6.60 AND BMI <= 24.30 AND Age > 45.00 THEN class = Leukemia Rule 960: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm > 6.30 AND BMI <= 24.75 AND Tumor_Size_cm > 6.60 AND BMI > 24.30 THEN class = Breast Rule 961: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive <= 11.00 AND Tumor_Size_cm > 5.89 AND Tumor_Size_cm > 6.30 AND BMI > 24.75 THEN class = Prostate Rule 962: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age <= 66.00 AND BMI <= 23.80 THEN class = Breast Rule 963: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age <= 66.00 AND BMI > 23.80 AND Survival_Months <= 55.00 THEN class = Colon Rule 964: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age <= 66.00 AND BMI > 23.80 AND Survival_Months > 55.00 AND BMI <= 24.85 THEN class = Lung Rule 965: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age <= 66.00 AND BMI > 23.80 AND Survival_Months > 55.00 AND BMI > 24.85 AND Lymph_Nodes_Positive <= 12.50 THEN class = Lung Rule 966: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age <= 66.00 AND BMI > 23.80 AND Survival_Months > 55.00 AND BMI > 24.85 AND Lymph_Nodes_Positive > 12.50 AND Tumor_Size_cm <= 6.44 THEN class = Colon Rule 967: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age <= 66.00 AND BMI > 23.80 AND Survival_Months > 55.00 AND BMI > 24.85 AND Lymph_Nodes_Positive > 12.50 AND Tumor_Size_cm > 6.44 THEN class = Lung Rule 968: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age > 66.00 AND Tumor_Size_cm <= 3.02 THEN class = Colon Rule 969: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age <= 80.50 AND Lymph_Nodes_Positive > 11.00 AND Age > 66.00 AND Tumor_Size_cm > 3.02 THEN class = Breast Rule 970: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months <= 94.50 AND Tumor_Size_cm <= 2.52 THEN class = Leukemia Rule 971: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months <= 94.50 AND Tumor_Size_cm > 2.52 AND Age <= 88.50 THEN class = Colon Rule 972: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months <= 94.50 AND Tumor_Size_cm > 2.52 AND Age > 88.50 THEN class = Lung Rule 973: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months > 94.50 AND BMI <= 25.10 THEN class = Skin Rule 974: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months > 94.50 AND BMI > 25.10 AND Tumor_Size_cm <= 6.11 AND Lymph_Nodes_Positive <= 3.00 THEN class = Prostate Rule 975: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months > 94.50 AND BMI > 25.10 AND Tumor_Size_cm <= 6.11 AND Lymph_Nodes_Positive > 3.00 THEN class = Leukemia Rule 976: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm <= 7.18 AND Age > 80.50 AND Survival_Months > 94.50 AND BMI > 25.10 AND Tumor_Size_cm > 6.11 THEN class = Lung Rule 977: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months <= 67.50 THEN class = Lung Rule 978: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined <= 3.50 AND Survival_Months > 67.50 THEN class = Leukemia Rule 979: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 9.50 AND BMI <= 25.05 AND Lymph_Nodes_Examined <= 6.00 THEN class = Skin Rule 980: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 9.50 AND BMI <= 25.05 AND Lymph_Nodes_Examined > 6.00 THEN class = Prostate Rule 981: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 9.50 AND BMI > 25.05 AND Lymph_Nodes_Positive <= 2.00 THEN class = Skin Rule 982: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 9.50 AND BMI > 25.05 AND Lymph_Nodes_Positive > 2.00 AND Lymph_Nodes_Positive <= 4.00 THEN class = Lung Rule 983: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 9.50 AND BMI > 25.05 AND Lymph_Nodes_Positive > 2.00 AND Lymph_Nodes_Positive > 4.00 THEN class = Breast Rule 984: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined > 9.50 AND Tumor_Size_cm <= 8.73 THEN class = Breast Rule 985: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined > 9.50 AND Tumor_Size_cm > 8.73 THEN class = Lung Rule 986: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined <= 15.00 AND Survival_Months > 76.00 THEN class = Leukemia Rule 987: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months <= 80.50 AND Lymph_Nodes_Examined > 15.00 THEN class = Leukemia Rule 988: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age <= 34.50 THEN class = Breast Rule 989: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm <= 8.65 AND Lymph_Nodes_Examined <= 12.00 AND BMI <= 24.90 THEN class = Leukemia Rule 990: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm <= 8.65 AND Lymph_Nodes_Examined <= 12.00 AND BMI > 24.90 THEN class = Breast Rule 991: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm <= 8.65 AND Lymph_Nodes_Examined > 12.00 AND Survival_Months <= 93.00 AND Tumor_Size_cm <= 7.55 THEN class = Breast Rule 992: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm <= 8.65 AND Lymph_Nodes_Examined > 12.00 AND Survival_Months <= 93.00 AND Tumor_Size_cm > 7.55 THEN class = Colon Rule 993: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm <= 8.65 AND Lymph_Nodes_Examined > 12.00 AND Survival_Months > 93.00 AND Survival_Months <= 110.50 THEN class = Skin Rule 994: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm <= 8.65 AND Lymph_Nodes_Examined > 12.00 AND Survival_Months > 93.00 AND Survival_Months > 110.50 THEN class = Lung Rule 995: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm > 8.65 AND BMI <= 24.45 AND BMI <= 24.10 AND Survival_Months <= 97.50 AND Age <= 43.00 THEN class = Leukemia Rule 996: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm > 8.65 AND BMI <= 24.45 AND BMI <= 24.10 AND Survival_Months <= 97.50 AND Age > 43.00 THEN class = Colon Rule 997: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm > 8.65 AND BMI <= 24.45 AND BMI <= 24.10 AND Survival_Months > 97.50 THEN class = Breast Rule 998: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm > 8.65 AND BMI <= 24.45 AND BMI > 24.10 THEN class = Lung Rule 999: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive <= 14.00 AND Survival_Months > 80.50 AND Age > 34.50 AND Tumor_Size_cm > 8.65 AND BMI > 24.45 THEN class = Breast Rule 1000: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive > 14.00 AND Lymph_Nodes_Positive <= 17.50 AND Age <= 34.00 THEN class = Leukemia Rule 1001: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive > 14.00 AND Lymph_Nodes_Positive <= 17.50 AND Age > 34.00 AND BMI <= 25.65 THEN class = Colon Rule 1002: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive > 14.00 AND Lymph_Nodes_Positive <= 17.50 AND Age > 34.00 AND BMI > 25.65 THEN class = Leukemia Rule 1003: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI <= 25.75 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Examined > 2.50 AND Tumor_Size_cm > 7.18 AND Lymph_Nodes_Examined > 3.50 AND Lymph_Nodes_Positive > 14.00 AND Lymph_Nodes_Positive > 17.50 THEN class = Prostate Rule 1004: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI <= 26.05 THEN class = Leukemia Rule 1005: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined <= 2.50 AND BMI <= 28.90 THEN class = Leukemia Rule 1006: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined <= 2.50 AND BMI > 28.90 AND Survival_Months <= 53.50 THEN class = Colon Rule 1007: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined <= 2.50 AND BMI > 28.90 AND Survival_Months > 53.50 THEN class = Breast Rule 1008: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined > 2.50 AND BMI <= 29.75 THEN class = Lung Rule 1009: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined <= 4.50 AND Lymph_Nodes_Examined > 2.50 AND BMI > 29.75 THEN class = Breast Rule 1010: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm <= 3.27 AND Age <= 39.00 THEN class = Colon Rule 1011: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm <= 3.27 AND Age > 39.00 AND BMI <= 29.75 THEN class = Skin Rule 1012: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm <= 3.27 AND Age > 39.00 AND BMI > 29.75 THEN class = Breast Rule 1013: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm > 3.27 AND Lymph_Nodes_Positive <= 3.00 THEN class = Prostate Rule 1014: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm > 3.27 AND Lymph_Nodes_Positive > 3.00 AND Age <= 27.00 THEN class = Breast Rule 1015: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm > 3.27 AND Lymph_Nodes_Positive > 3.00 AND Age > 27.00 AND Tumor_Size_cm <= 3.67 AND Age <= 30.50 THEN class = Prostate Rule 1016: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm > 3.27 AND Lymph_Nodes_Positive > 3.00 AND Age > 27.00 AND Tumor_Size_cm <= 3.67 AND Age > 30.50 THEN class = Lung Rule 1017: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm <= 4.50 AND Tumor_Size_cm > 3.27 AND Lymph_Nodes_Positive > 3.00 AND Age > 27.00 AND Tumor_Size_cm > 3.67 THEN class = Leukemia Rule 1018: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm > 4.50 AND BMI <= 30.35 AND Lymph_Nodes_Positive <= 5.50 THEN class = Breast Rule 1019: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm > 4.50 AND BMI <= 30.35 AND Lymph_Nodes_Positive > 5.50 AND Lymph_Nodes_Examined <= 6.50 THEN class = Prostate Rule 1020: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm > 4.50 AND BMI <= 30.35 AND Lymph_Nodes_Positive > 5.50 AND Lymph_Nodes_Examined > 6.50 THEN class = Breast Rule 1021: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months <= 59.00 AND Tumor_Size_cm > 4.50 AND BMI > 30.35 THEN class = Lung Rule 1022: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months > 59.00 AND Tumor_Size_cm <= 6.31 THEN class = Colon Rule 1023: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months <= 62.50 AND Survival_Months > 59.00 AND Tumor_Size_cm > 6.31 THEN class = Breast Rule 1024: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm <= 6.89 AND Lymph_Nodes_Examined > 4.50 AND Survival_Months > 62.50 THEN class = Breast Rule 1025: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months <= 55.00 THEN class = Breast Rule 1026: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months > 55.00 AND BMI <= 26.40 AND Survival_Months <= 60.00 THEN class = Skin Rule 1027: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months > 55.00 AND BMI <= 26.40 AND Survival_Months > 60.00 THEN class = Breast Rule 1028: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months > 55.00 AND BMI > 26.40 AND Age <= 56.00 THEN class = Prostate Rule 1029: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months > 55.00 AND BMI > 26.40 AND Age > 56.00 AND BMI <= 30.50 AND Lymph_Nodes_Examined <= 4.00 THEN class = Breast Rule 1030: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months > 55.00 AND BMI > 26.40 AND Age > 56.00 AND BMI <= 30.50 AND Lymph_Nodes_Examined > 4.00 THEN class = Prostate Rule 1031: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm <= 8.16 AND Tumor_Size_cm > 6.89 AND Survival_Months > 55.00 AND BMI > 26.40 AND Age > 56.00 AND BMI > 30.50 THEN class = Colon Rule 1032: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm > 8.16 AND Tumor_Size_cm <= 8.92 AND Lymph_Nodes_Examined <= 9.00 THEN class = Lung Rule 1033: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm > 8.16 AND Tumor_Size_cm <= 8.92 AND Lymph_Nodes_Examined > 9.00 AND Tumor_Size_cm <= 8.48 THEN class = Skin Rule 1034: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm > 8.16 AND Tumor_Size_cm <= 8.92 AND Lymph_Nodes_Examined > 9.00 AND Tumor_Size_cm > 8.48 AND Age <= 55.50 THEN class = Breast Rule 1035: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm > 8.16 AND Tumor_Size_cm <= 8.92 AND Lymph_Nodes_Examined > 9.00 AND Tumor_Size_cm > 8.48 AND Age > 55.50 THEN class = Lung Rule 1036: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm > 8.16 AND Tumor_Size_cm > 8.92 AND Survival_Months <= 53.00 THEN class = Prostate Rule 1037: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined <= 15.50 AND Tumor_Size_cm > 8.16 AND Tumor_Size_cm > 8.92 AND Survival_Months > 53.00 THEN class = Colon Rule 1038: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months <= 61.50 AND Survival_Months <= 59.50 AND Survival_Months <= 52.50 THEN class = Prostate Rule 1039: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months <= 61.50 AND Survival_Months <= 59.50 AND Survival_Months > 52.50 AND BMI <= 26.65 THEN class = Lung Rule 1040: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months <= 61.50 AND Survival_Months <= 59.50 AND Survival_Months > 52.50 AND BMI > 26.65 AND BMI <= 27.65 AND Age <= 58.00 THEN class = Breast Rule 1041: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months <= 61.50 AND Survival_Months <= 59.50 AND Survival_Months > 52.50 AND BMI > 26.65 AND BMI <= 27.65 AND Age > 58.00 THEN class = Leukemia Rule 1042: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months <= 61.50 AND Survival_Months <= 59.50 AND Survival_Months > 52.50 AND BMI > 26.65 AND BMI > 27.65 THEN class = Leukemia Rule 1043: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months <= 61.50 AND Survival_Months > 59.50 THEN class = Prostate Rule 1044: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm <= 5.31 AND Survival_Months > 61.50 THEN class = Lung Rule 1045: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm > 5.31 AND Age <= 54.50 AND Age <= 47.50 AND Lymph_Nodes_Positive <= 3.00 THEN class = Lung Rule 1046: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm > 5.31 AND Age <= 54.50 AND Age <= 47.50 AND Lymph_Nodes_Positive > 3.00 AND Survival_Months <= 59.00 THEN class = Prostate Rule 1047: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm > 5.31 AND Age <= 54.50 AND Age <= 47.50 AND Lymph_Nodes_Positive > 3.00 AND Survival_Months > 59.00 AND BMI <= 29.10 THEN class = Breast Rule 1048: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm > 5.31 AND Age <= 54.50 AND Age <= 47.50 AND Lymph_Nodes_Positive > 3.00 AND Survival_Months > 59.00 AND BMI > 29.10 THEN class = Colon Rule 1049: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm > 5.31 AND Age <= 54.50 AND Age > 47.50 THEN class = Leukemia Rule 1050: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months <= 63.50 AND BMI > 26.05 AND Lymph_Nodes_Examined > 15.50 AND Tumor_Size_cm > 5.31 AND Age > 54.50 THEN class = Colon Rule 1051: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm <= 1.69 AND Survival_Months <= 112.00 THEN class = Prostate Rule 1052: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm <= 1.69 AND Survival_Months > 112.00 THEN class = Lung Rule 1053: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm <= 1.84 AND Survival_Months <= 97.50 AND Age <= 72.50 AND Tumor_Size_cm <= 1.76 THEN class = Lung Rule 1054: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm <= 1.84 AND Survival_Months <= 97.50 AND Age <= 72.50 AND Tumor_Size_cm > 1.76 THEN class = Colon Rule 1055: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm <= 1.84 AND Survival_Months <= 97.50 AND Age > 72.50 THEN class = Lung Rule 1056: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm <= 1.84 AND Survival_Months > 97.50 THEN class = Breast Rule 1057: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm <= 2.03 AND Lymph_Nodes_Positive <= 3.50 THEN class = Breast Rule 1058: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm <= 2.03 AND Lymph_Nodes_Positive > 3.50 AND Lymph_Nodes_Positive <= 4.50 THEN class = Lung Rule 1059: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm <= 2.03 AND Lymph_Nodes_Positive > 3.50 AND Lymph_Nodes_Positive > 4.50 THEN class = Leukemia Rule 1060: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm <= 2.16 AND Tumor_Size_cm <= 2.05 AND Age <= 33.00 THEN class = Prostate Rule 1061: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm <= 2.16 AND Tumor_Size_cm <= 2.05 AND Age > 33.00 THEN class = Skin Rule 1062: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm <= 2.16 AND Tumor_Size_cm > 2.05 AND BMI <= 32.85 AND Tumor_Size_cm <= 2.07 THEN class = Leukemia Rule 1063: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm <= 2.16 AND Tumor_Size_cm > 2.05 AND BMI <= 32.85 AND Tumor_Size_cm > 2.07 AND Age <= 71.50 THEN class = Prostate Rule 1064: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm <= 2.16 AND Tumor_Size_cm > 2.05 AND BMI <= 32.85 AND Tumor_Size_cm > 2.07 AND Age > 71.50 THEN class = Leukemia Rule 1065: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm <= 2.16 AND Tumor_Size_cm > 2.05 AND BMI > 32.85 THEN class = Colon Rule 1066: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm > 2.16 AND Lymph_Nodes_Examined <= 5.00 THEN class = Lung Rule 1067: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm > 2.16 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months <= 71.00 AND Age <= 56.50 THEN class = Skin Rule 1068: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm > 2.16 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months <= 71.00 AND Age > 56.50 THEN class = Lung Rule 1069: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm > 2.16 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months > 71.00 AND BMI <= 28.90 THEN class = Colon Rule 1070: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm > 2.16 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months > 71.00 AND BMI > 28.90 AND Age <= 78.00 THEN class = Prostate Rule 1071: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm <= 2.25 AND Tumor_Size_cm > 2.16 AND Lymph_Nodes_Examined > 5.00 AND Survival_Months > 71.00 AND BMI > 28.90 AND Age > 78.00 THEN class = Skin Rule 1072: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm > 2.25 AND BMI <= 30.65 THEN class = Leukemia Rule 1073: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined <= 17.00 AND Tumor_Size_cm > 2.03 AND Tumor_Size_cm > 2.25 AND BMI > 30.65 THEN class = Breast Rule 1074: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm <= 2.30 AND Tumor_Size_cm > 1.84 AND Lymph_Nodes_Examined > 17.00 THEN class = Prostate Rule 1075: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm > 2.30 AND Lymph_Nodes_Examined <= 5.00 THEN class = Breast Rule 1076: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm <= 2.43 AND Tumor_Size_cm > 2.30 AND Lymph_Nodes_Examined > 5.00 THEN class = Lung Rule 1077: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months <= 74.50 AND Age <= 41.50 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months <= 72.50 THEN class = Lung Rule 1078: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months <= 74.50 AND Age <= 41.50 AND Lymph_Nodes_Positive <= 2.50 AND Survival_Months > 72.50 THEN class = Prostate Rule 1079: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months <= 74.50 AND Age <= 41.50 AND Lymph_Nodes_Positive > 2.50 THEN class = Prostate Rule 1080: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months <= 74.50 AND Age > 41.50 THEN class = Breast Rule 1081: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months > 74.50 AND Survival_Months <= 86.00 AND Tumor_Size_cm <= 3.06 THEN class = Breast Rule 1082: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months > 74.50 AND Survival_Months <= 86.00 AND Tumor_Size_cm > 3.06 THEN class = Colon Rule 1083: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months > 74.50 AND Survival_Months > 86.00 AND Survival_Months <= 88.50 THEN class = Colon Rule 1084: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age <= 48.00 AND Survival_Months > 74.50 AND Survival_Months > 86.00 AND Survival_Months > 88.50 THEN class = Prostate Rule 1085: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 82.00 AND Lymph_Nodes_Examined <= 6.50 AND Survival_Months <= 71.00 THEN class = Leukemia Rule 1086: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 82.00 AND Lymph_Nodes_Examined <= 6.50 AND Survival_Months > 71.00 AND BMI <= 28.45 THEN class = Leukemia Rule 1087: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 82.00 AND Lymph_Nodes_Examined <= 6.50 AND Survival_Months > 71.00 AND BMI > 28.45 THEN class = Prostate Rule 1088: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 82.00 AND Lymph_Nodes_Examined > 6.50 THEN class = Prostate Rule 1089: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 82.00 THEN class = Skin Rule 1090: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined > 8.50 AND Age <= 71.50 THEN class = Colon Rule 1091: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined > 8.50 AND Age > 71.50 AND BMI <= 26.70 THEN class = Lung Rule 1092: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months <= 84.00 AND Lymph_Nodes_Examined > 8.50 AND Age > 71.50 AND BMI > 26.70 THEN class = Prostate Rule 1093: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm <= 3.37 AND Age > 48.00 AND Survival_Months > 84.00 THEN class = Lung Rule 1094: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm > 3.37 AND Lymph_Nodes_Examined <= 5.50 THEN class = Skin Rule 1095: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months <= 90.50 AND Tumor_Size_cm > 3.37 AND Lymph_Nodes_Examined > 5.50 THEN class = Leukemia Rule 1096: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months <= 95.50 AND Survival_Months <= 92.00 THEN class = Breast Rule 1097: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months <= 95.50 AND Survival_Months > 92.00 THEN class = Leukemia Rule 1098: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months > 95.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 114.50 AND Lymph_Nodes_Positive <= 0.50 THEN class = Leukemia Rule 1099: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months > 95.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months <= 114.50 AND Lymph_Nodes_Positive > 0.50 THEN class = Skin Rule 1100: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months > 95.50 AND Lymph_Nodes_Examined <= 8.50 AND Survival_Months > 114.50 THEN class = Prostate Rule 1101: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months > 95.50 AND Lymph_Nodes_Examined > 8.50 AND Age <= 27.00 THEN class = Lung Rule 1102: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined <= 13.50 AND Survival_Months > 95.50 AND Lymph_Nodes_Examined > 8.50 AND Age > 27.00 THEN class = Prostate Rule 1103: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm <= 3.42 AND Tumor_Size_cm > 2.43 AND Survival_Months > 90.50 AND Lymph_Nodes_Examined > 13.50 THEN class = Leukemia Rule 1104: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age <= 28.50 AND BMI <= 27.80 AND Tumor_Size_cm <= 3.65 THEN class = Colon Rule 1105: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age <= 28.50 AND BMI <= 27.80 AND Tumor_Size_cm > 3.65 THEN class = Breast Rule 1106: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age <= 28.50 AND BMI > 27.80 THEN class = Lung Rule 1107: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age <= 59.00 AND Age <= 32.50 THEN class = Breast Rule 1108: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age <= 59.00 AND Age > 32.50 AND Survival_Months <= 72.00 AND BMI <= 30.60 THEN class = Skin Rule 1109: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age <= 59.00 AND Age > 32.50 AND Survival_Months <= 72.00 AND BMI > 30.60 THEN class = Lung Rule 1110: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age <= 59.00 AND Age > 32.50 AND Survival_Months > 72.00 AND BMI <= 27.45 THEN class = Leukemia Rule 1111: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age <= 59.00 AND Age > 32.50 AND Survival_Months > 72.00 AND BMI > 27.45 THEN class = Colon Rule 1112: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age > 59.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm <= 3.67 THEN class = Breast Rule 1113: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age > 59.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm > 3.67 AND BMI <= 27.85 THEN class = Leukemia Rule 1114: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age > 59.00 AND Lymph_Nodes_Examined <= 17.50 AND Tumor_Size_cm > 3.67 AND BMI > 27.85 THEN class = Breast Rule 1115: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm <= 3.72 AND Age > 59.00 AND Lymph_Nodes_Examined > 17.50 THEN class = Skin Rule 1116: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm > 3.72 AND BMI <= 26.55 THEN class = Leukemia Rule 1117: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm <= 3.88 AND Age > 28.50 AND Tumor_Size_cm > 3.72 AND BMI > 26.55 THEN class = Colon Rule 1118: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm <= 4.02 AND Tumor_Size_cm <= 3.89 THEN class = Prostate Rule 1119: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm <= 4.02 AND Tumor_Size_cm > 3.89 AND Tumor_Size_cm <= 3.98 AND Tumor_Size_cm <= 3.91 THEN class = Leukemia Rule 1120: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm <= 4.02 AND Tumor_Size_cm > 3.89 AND Tumor_Size_cm <= 3.98 AND Tumor_Size_cm > 3.91 THEN class = Skin Rule 1121: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm <= 4.02 AND Tumor_Size_cm > 3.89 AND Tumor_Size_cm > 3.98 THEN class = Leukemia Rule 1122: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm > 4.02 AND Lymph_Nodes_Examined <= 8.00 AND Age <= 50.50 THEN class = Breast Rule 1123: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm > 4.02 AND Lymph_Nodes_Examined <= 8.00 AND Age > 50.50 AND Lymph_Nodes_Examined <= 2.50 THEN class = Lung Rule 1124: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm > 4.02 AND Lymph_Nodes_Examined <= 8.00 AND Age > 50.50 AND Lymph_Nodes_Examined > 2.50 AND BMI <= 29.45 THEN class = Skin Rule 1125: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm > 4.02 AND Lymph_Nodes_Examined <= 8.00 AND Age > 50.50 AND Lymph_Nodes_Examined > 2.50 AND BMI > 29.45 THEN class = Leukemia Rule 1126: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm <= 4.15 AND Tumor_Size_cm > 4.02 AND Lymph_Nodes_Examined > 8.00 THEN class = Breast Rule 1127: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm <= 4.34 AND Lymph_Nodes_Examined <= 10.00 AND Lymph_Nodes_Examined <= 2.00 THEN class = Colon Rule 1128: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm <= 4.34 AND Lymph_Nodes_Examined <= 10.00 AND Lymph_Nodes_Examined > 2.00 THEN class = Lung Rule 1129: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm <= 4.34 AND Lymph_Nodes_Examined > 10.00 AND BMI <= 29.30 THEN class = Prostate Rule 1130: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm <= 4.34 AND Lymph_Nodes_Examined > 10.00 AND BMI > 29.30 THEN class = Leukemia Rule 1131: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm > 4.34 AND BMI <= 27.45 AND Lymph_Nodes_Positive <= 7.50 THEN class = Breast Rule 1132: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm > 4.34 AND BMI <= 27.45 AND Lymph_Nodes_Positive > 7.50 THEN class = Prostate Rule 1133: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm > 4.34 AND BMI > 27.45 AND Lymph_Nodes_Examined <= 12.00 THEN class = Prostate Rule 1134: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm <= 4.43 AND Tumor_Size_cm > 4.34 AND BMI > 27.45 AND Lymph_Nodes_Examined > 12.00 THEN class = Skin Rule 1135: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months <= 95.00 THEN class = Lung Rule 1136: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months > 95.00 AND Tumor_Size_cm <= 8.00 THEN class = Skin Rule 1137: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined <= 0.50 AND Survival_Months > 95.00 AND Tumor_Size_cm > 8.00 THEN class = Breast Rule 1138: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age <= 41.00 AND Survival_Months <= 106.00 THEN class = Prostate Rule 1139: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age <= 41.00 AND Survival_Months > 106.00 THEN class = Leukemia Rule 1140: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI <= 26.10 THEN class = Lung Rule 1141: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI > 26.10 AND BMI <= 27.95 AND Age <= 59.00 AND Tumor_Size_cm <= 5.77 THEN class = Colon Rule 1142: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI > 26.10 AND BMI <= 27.95 AND Age <= 59.00 AND Tumor_Size_cm > 5.77 AND Age <= 51.50 THEN class = Leukemia Rule 1143: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI > 26.10 AND BMI <= 27.95 AND Age <= 59.00 AND Tumor_Size_cm > 5.77 AND Age > 51.50 THEN class = Prostate Rule 1144: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI > 26.10 AND BMI <= 27.95 AND Age > 59.00 AND BMI <= 26.70 THEN class = Colon Rule 1145: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI > 26.10 AND BMI <= 27.95 AND Age > 59.00 AND BMI > 26.70 THEN class = Leukemia Rule 1146: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive <= 0.50 AND Age > 41.00 AND BMI > 26.10 AND BMI > 27.95 THEN class = Prostate Rule 1147: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age <= 33.00 AND Tumor_Size_cm <= 6.27 THEN class = Colon Rule 1148: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age <= 33.00 AND Tumor_Size_cm > 6.27 AND Tumor_Size_cm <= 7.49 AND Lymph_Nodes_Positive <= 4.00 THEN class = Breast Rule 1149: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age <= 33.00 AND Tumor_Size_cm > 6.27 AND Tumor_Size_cm <= 7.49 AND Lymph_Nodes_Positive > 4.00 AND Lymph_Nodes_Positive <= 8.00 THEN class = Skin Rule 1150: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age <= 33.00 AND Tumor_Size_cm > 6.27 AND Tumor_Size_cm <= 7.49 AND Lymph_Nodes_Positive > 4.00 AND Lymph_Nodes_Positive > 8.00 THEN class = Colon Rule 1151: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age <= 33.00 AND Tumor_Size_cm > 6.27 AND Tumor_Size_cm > 7.49 THEN class = Leukemia Rule 1152: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI <= 26.20 THEN class = Skin Rule 1153: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI <= 26.90 AND Survival_Months <= 69.50 THEN class = Colon Rule 1154: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI <= 26.90 AND Survival_Months > 69.50 AND Lymph_Nodes_Positive <= 6.50 AND Lymph_Nodes_Examined <= 10.50 THEN class = Leukemia Rule 1155: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI <= 26.90 AND Survival_Months > 69.50 AND Lymph_Nodes_Positive <= 6.50 AND Lymph_Nodes_Examined > 10.50 THEN class = Prostate Rule 1156: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI <= 26.90 AND Survival_Months > 69.50 AND Lymph_Nodes_Positive > 6.50 THEN class = Lung Rule 1157: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI > 26.90 AND Age <= 70.50 AND Lymph_Nodes_Positive <= 5.50 THEN class = Breast Rule 1158: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI > 26.90 AND Age <= 70.50 AND Lymph_Nodes_Positive > 5.50 AND Age <= 41.50 THEN class = Colon Rule 1159: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI > 26.90 AND Age <= 70.50 AND Lymph_Nodes_Positive > 5.50 AND Age > 41.50 THEN class = Skin Rule 1160: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI > 26.90 AND Age > 70.50 AND Tumor_Size_cm <= 5.47 THEN class = Lung Rule 1161: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI > 26.90 AND Age > 70.50 AND Tumor_Size_cm > 5.47 AND Lymph_Nodes_Examined <= 11.00 THEN class = Skin Rule 1162: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined <= 15.00 AND BMI > 26.20 AND BMI > 26.90 AND Age > 70.50 AND Tumor_Size_cm > 5.47 AND Lymph_Nodes_Examined > 11.00 THEN class = Lung Rule 1163: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined > 15.00 AND Survival_Months <= 83.50 THEN class = Skin Rule 1164: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined > 15.00 AND Survival_Months > 83.50 AND Age <= 61.00 AND Age <= 47.00 THEN class = Prostate Rule 1165: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined > 15.00 AND Survival_Months > 83.50 AND Age <= 61.00 AND Age > 47.00 THEN class = Breast Rule 1166: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm <= 6.31 AND Lymph_Nodes_Examined > 15.00 AND Survival_Months > 83.50 AND Age > 61.00 THEN class = Prostate Rule 1167: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI <= 25.95 AND Tumor_Size_cm <= 6.39 THEN class = Colon Rule 1168: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI <= 25.95 AND Tumor_Size_cm > 6.39 AND Lymph_Nodes_Examined <= 9.00 THEN class = Prostate Rule 1169: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI <= 25.95 AND Tumor_Size_cm > 6.39 AND Lymph_Nodes_Examined > 9.00 THEN class = Breast Rule 1170: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined <= 15.50 THEN class = Leukemia Rule 1171: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined > 15.50 AND Lymph_Nodes_Positive <= 9.50 THEN class = Prostate Rule 1172: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months <= 76.00 AND Lymph_Nodes_Examined > 15.50 AND Lymph_Nodes_Positive > 9.50 THEN class = Breast Rule 1173: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm <= 7.52 AND Tumor_Size_cm <= 7.42 AND BMI <= 28.40 AND Tumor_Size_cm <= 6.48 THEN class = Breast Rule 1174: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm <= 7.52 AND Tumor_Size_cm <= 7.42 AND BMI <= 28.40 AND Tumor_Size_cm > 6.48 THEN class = Lung Rule 1175: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm <= 7.52 AND Tumor_Size_cm <= 7.42 AND BMI > 28.40 THEN class = Colon Rule 1176: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm <= 7.52 AND Tumor_Size_cm > 7.42 THEN class = Colon Rule 1177: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm > 7.52 AND Tumor_Size_cm <= 7.88 THEN class = Breast Rule 1178: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm > 7.52 AND Tumor_Size_cm > 7.88 AND Lymph_Nodes_Positive <= 5.00 THEN class = Colon Rule 1179: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm <= 7.99 AND BMI > 25.95 AND Survival_Months > 76.00 AND Tumor_Size_cm > 7.52 AND Tumor_Size_cm > 7.88 AND Lymph_Nodes_Positive > 5.00 THEN class = Lung Rule 1180: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 27.85 AND Age <= 40.00 THEN class = Leukemia Rule 1181: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive <= 5.50 AND BMI <= 27.85 AND Age > 40.00 THEN class = Colon Rule 1182: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 27.85 AND Survival_Months <= 76.00 THEN class = Skin Rule 1183: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 27.85 AND Survival_Months > 76.00 AND Survival_Months <= 80.00 THEN class = Leukemia Rule 1184: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive <= 5.50 AND BMI > 27.85 AND Survival_Months > 76.00 AND Survival_Months > 80.00 THEN class = Breast Rule 1185: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive > 5.50 AND Survival_Months <= 87.00 AND Tumor_Size_cm <= 8.65 THEN class = Leukemia Rule 1186: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive > 5.50 AND Survival_Months <= 87.00 AND Tumor_Size_cm > 8.65 THEN class = Lung Rule 1187: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months <= 104.50 AND Lymph_Nodes_Positive > 5.50 AND Survival_Months > 87.00 THEN class = Prostate Rule 1188: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months <= 115.50 AND Age > 33.00 AND Tumor_Size_cm > 6.31 AND Tumor_Size_cm > 7.99 AND Survival_Months > 104.50 THEN class = Skin Rule 1189: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months > 115.50 AND Tumor_Size_cm <= 8.13 THEN class = Colon Rule 1190: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm <= 8.94 AND Lymph_Nodes_Examined > 0.50 AND Lymph_Nodes_Positive > 0.50 AND Survival_Months > 115.50 AND Tumor_Size_cm > 8.13 THEN class = Lung Rule 1191: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months <= 116.50 AND Tumor_Size_cm > 8.94 THEN class = Lung Rule 1192: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months > 116.50 AND Tumor_Size_cm <= 8.07 THEN class = Breast Rule 1193: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI <= 28.55 AND Survival_Months > 116.50 AND Tumor_Size_cm > 8.07 THEN class = Leukemia Rule 1194: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age <= 28.50 THEN class = Leukemia Rule 1195: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months <= 87.50 AND Survival_Months <= 82.00 AND BMI <= 29.65 THEN class = Skin Rule 1196: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months <= 87.50 AND Survival_Months <= 82.00 AND BMI > 29.65 THEN class = Leukemia Rule 1197: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months <= 87.50 AND Survival_Months > 82.00 THEN class = Lung Rule 1198: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months > 87.50 AND Tumor_Size_cm <= 4.78 THEN class = Colon Rule 1199: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months > 87.50 AND Tumor_Size_cm > 4.78 AND Lymph_Nodes_Examined <= 3.50 AND Tumor_Size_cm <= 5.35 THEN class = Prostate Rule 1200: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months > 87.50 AND Tumor_Size_cm > 4.78 AND Lymph_Nodes_Examined <= 3.50 AND Tumor_Size_cm > 5.35 THEN class = Colon Rule 1201: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm <= 7.38 AND Age > 28.50 AND Survival_Months > 87.50 AND Tumor_Size_cm > 4.78 AND Lymph_Nodes_Examined > 3.50 THEN class = Prostate Rule 1202: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 7.38 AND Survival_Months <= 67.00 THEN class = Breast Rule 1203: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 7.38 AND Survival_Months > 67.00 AND Survival_Months <= 77.00 AND BMI <= 29.05 THEN class = Colon Rule 1204: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 7.38 AND Survival_Months > 67.00 AND Survival_Months <= 77.00 AND BMI > 29.05 THEN class = Lung Rule 1205: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined <= 9.50 AND Tumor_Size_cm > 7.38 AND Survival_Months > 67.00 AND Survival_Months > 77.00 THEN class = Colon Rule 1206: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 5.50 AND Survival_Months <= 90.00 AND Tumor_Size_cm <= 5.19 THEN class = Skin Rule 1207: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 5.50 AND Survival_Months <= 90.00 AND Tumor_Size_cm > 5.19 THEN class = Lung Rule 1208: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 5.50 AND Survival_Months > 90.00 AND BMI <= 29.15 THEN class = Skin Rule 1209: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 5.50 AND Survival_Months > 90.00 AND BMI > 29.15 AND Survival_Months <= 116.50 AND Age <= 31.50 THEN class = Prostate Rule 1210: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 5.50 AND Survival_Months > 90.00 AND BMI > 29.15 AND Survival_Months <= 116.50 AND Age > 31.50 THEN class = Leukemia Rule 1211: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive <= 5.50 AND Survival_Months > 90.00 AND BMI > 29.15 AND Survival_Months > 116.50 THEN class = Skin Rule 1212: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI <= 28.75 THEN class = Colon Rule 1213: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI <= 29.05 THEN class = Lung Rule 1214: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI <= 29.90 AND Lymph_Nodes_Examined <= 14.00 THEN class = Colon Rule 1215: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI <= 29.90 AND Lymph_Nodes_Examined > 14.00 AND Tumor_Size_cm <= 4.65 THEN class = Breast Rule 1216: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI <= 29.90 AND Lymph_Nodes_Examined > 14.00 AND Tumor_Size_cm > 4.65 THEN class = Skin Rule 1217: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI > 29.90 AND Tumor_Size_cm <= 6.95 THEN class = Lung Rule 1218: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI > 29.90 AND Tumor_Size_cm > 6.95 AND Age <= 34.00 AND Survival_Months <= 87.50 THEN class = Lung Rule 1219: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI > 29.90 AND Tumor_Size_cm > 6.95 AND Age <= 34.00 AND Survival_Months > 87.50 THEN class = Colon Rule 1220: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive <= 16.50 AND BMI > 28.55 AND Lymph_Nodes_Examined > 9.50 AND Lymph_Nodes_Positive > 5.50 AND BMI > 28.75 AND BMI > 29.05 AND BMI > 29.90 AND Tumor_Size_cm > 6.95 AND Age > 34.00 THEN class = Leukemia Rule 1221: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI <= 30.85 AND Lymph_Nodes_Positive > 16.50 THEN class = Breast Rule 1222: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age <= 26.50 AND Age <= 21.50 THEN class = Colon Rule 1223: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age <= 26.50 AND Age > 21.50 AND BMI <= 31.60 AND Lymph_Nodes_Positive <= 5.50 THEN class = Leukemia Rule 1224: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age <= 26.50 AND Age > 21.50 AND BMI <= 31.60 AND Lymph_Nodes_Positive > 5.50 THEN class = Skin Rule 1225: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age <= 26.50 AND Age > 21.50 AND BMI > 31.60 AND Lymph_Nodes_Positive <= 0.50 THEN class = Breast Rule 1226: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age <= 26.50 AND Age > 21.50 AND BMI > 31.60 AND Lymph_Nodes_Positive > 0.50 AND Lymph_Nodes_Positive <= 1.50 THEN class = Leukemia Rule 1227: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age <= 26.50 AND Age > 21.50 AND BMI > 31.60 AND Lymph_Nodes_Positive > 0.50 AND Lymph_Nodes_Positive > 1.50 THEN class = Breast Rule 1228: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age <= 43.00 AND Survival_Months <= 87.00 AND Tumor_Size_cm <= 6.15 AND Survival_Months <= 81.00 THEN class = Skin Rule 1229: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age <= 43.00 AND Survival_Months <= 87.00 AND Tumor_Size_cm <= 6.15 AND Survival_Months > 81.00 THEN class = Leukemia Rule 1230: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age <= 43.00 AND Survival_Months <= 87.00 AND Tumor_Size_cm > 6.15 AND Survival_Months <= 76.50 THEN class = Lung Rule 1231: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age <= 43.00 AND Survival_Months <= 87.00 AND Tumor_Size_cm > 6.15 AND Survival_Months > 76.50 THEN class = Prostate Rule 1232: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age <= 43.00 AND Survival_Months > 87.00 THEN class = Lung Rule 1233: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 11.00 AND Lymph_Nodes_Examined <= 3.00 THEN class = Prostate Rule 1234: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 11.00 AND Lymph_Nodes_Examined > 3.00 AND Lymph_Nodes_Examined <= 6.00 THEN class = Lung Rule 1235: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 11.00 AND Lymph_Nodes_Examined > 3.00 AND Lymph_Nodes_Examined > 6.00 AND Tumor_Size_cm <= 4.94 AND Survival_Months <= 102.00 THEN class = Lung Rule 1236: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 11.00 AND Lymph_Nodes_Examined > 3.00 AND Lymph_Nodes_Examined > 6.00 AND Tumor_Size_cm <= 4.94 AND Survival_Months > 102.00 THEN class = Breast Rule 1237: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age > 43.00 AND Lymph_Nodes_Positive <= 11.00 AND Lymph_Nodes_Examined > 3.00 AND Lymph_Nodes_Examined > 6.00 AND Tumor_Size_cm > 4.94 THEN class = Breast Rule 1238: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age <= 54.50 AND Age > 26.50 AND Age > 43.00 AND Lymph_Nodes_Positive > 11.00 THEN class = Colon Rule 1239: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm <= 6.19 AND Tumor_Size_cm <= 5.78 AND BMI <= 33.15 AND Lymph_Nodes_Examined <= 4.50 THEN class = Skin Rule 1240: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm <= 6.19 AND Tumor_Size_cm <= 5.78 AND BMI <= 33.15 AND Lymph_Nodes_Examined > 4.50 THEN class = Colon Rule 1241: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm <= 6.19 AND Tumor_Size_cm <= 5.78 AND BMI > 33.15 THEN class = Prostate Rule 1242: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm <= 6.19 AND Tumor_Size_cm > 5.78 THEN class = Colon Rule 1243: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm > 6.19 AND Survival_Months <= 94.00 AND BMI <= 31.85 THEN class = Skin Rule 1244: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm > 6.19 AND Survival_Months <= 94.00 AND BMI > 31.85 AND Survival_Months <= 78.00 AND BMI <= 34.00 THEN class = Prostate Rule 1245: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm > 6.19 AND Survival_Months <= 94.00 AND BMI > 31.85 AND Survival_Months <= 78.00 AND BMI > 34.00 AND BMI <= 34.25 THEN class = Skin Rule 1246: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm > 6.19 AND Survival_Months <= 94.00 AND BMI > 31.85 AND Survival_Months <= 78.00 AND BMI > 34.00 AND BMI > 34.25 THEN class = Leukemia Rule 1247: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm > 6.19 AND Survival_Months <= 94.00 AND BMI > 31.85 AND Survival_Months > 78.00 THEN class = Breast Rule 1248: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm <= 7.77 AND Tumor_Size_cm > 6.19 AND Survival_Months > 94.00 THEN class = Prostate Rule 1249: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm > 7.77 AND Age <= 68.50 AND BMI <= 37.50 THEN class = Leukemia Rule 1250: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm > 7.77 AND Age <= 68.50 AND BMI > 37.50 THEN class = Breast Rule 1251: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm <= 8.55 AND Age > 54.50 AND Tumor_Size_cm > 7.77 AND Age > 68.50 THEN class = Lung Rule 1252: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm <= 9.12 AND Survival_Months > 63.50 AND Tumor_Size_cm > 1.69 AND Tumor_Size_cm > 3.42 AND Tumor_Size_cm > 3.88 AND Tumor_Size_cm > 4.15 AND Tumor_Size_cm > 4.43 AND BMI > 30.85 AND Tumor_Size_cm > 8.55 THEN class = Prostate Rule 1253: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined <= 5.50 AND Tumor_Size_cm <= 9.46 AND Tumor_Size_cm <= 9.14 THEN class = Leukemia Rule 1254: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined <= 5.50 AND Tumor_Size_cm <= 9.46 AND Tumor_Size_cm > 9.14 THEN class = Skin Rule 1255: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined <= 5.50 AND Tumor_Size_cm > 9.46 THEN class = Leukemia Rule 1256: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months <= 52.50 THEN class = Colon Rule 1257: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months <= 57.50 THEN class = Prostate Rule 1258: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months <= 70.00 AND Lymph_Nodes_Examined <= 12.50 THEN class = Skin Rule 1259: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months <= 70.00 AND Lymph_Nodes_Examined > 12.50 THEN class = Leukemia Rule 1260: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm <= 9.32 AND Survival_Months <= 106.50 AND BMI <= 33.60 THEN class = Breast Rule 1261: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm <= 9.32 AND Survival_Months <= 106.50 AND BMI > 33.60 THEN class = Prostate Rule 1262: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm <= 9.32 AND Survival_Months > 106.50 THEN class = Lung Rule 1263: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive <= 9.00 AND Lymph_Nodes_Examined <= 13.00 AND Tumor_Size_cm <= 9.37 THEN class = Skin Rule 1264: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive <= 9.00 AND Lymph_Nodes_Examined <= 13.00 AND Tumor_Size_cm > 9.37 AND Age <= 49.00 THEN class = Leukemia Rule 1265: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive <= 9.00 AND Lymph_Nodes_Examined <= 13.00 AND Tumor_Size_cm > 9.37 AND Age > 49.00 THEN class = Prostate Rule 1266: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive <= 9.00 AND Lymph_Nodes_Examined > 13.00 AND Lymph_Nodes_Positive <= 1.50 THEN class = Leukemia Rule 1267: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive <= 9.00 AND Lymph_Nodes_Examined > 13.00 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive <= 4.50 THEN class = Lung Rule 1268: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive <= 9.00 AND Lymph_Nodes_Examined > 13.00 AND Lymph_Nodes_Positive > 1.50 AND Lymph_Nodes_Positive > 4.50 THEN class = Skin Rule 1269: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age <= 77.50 AND Survival_Months > 52.50 AND Survival_Months > 57.50 AND Survival_Months > 70.00 AND Tumor_Size_cm > 9.32 AND Lymph_Nodes_Positive > 9.00 THEN class = Breast Rule 1270: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months <= 111.50 AND Age > 77.50 THEN class = Colon Rule 1271: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months > 111.50 AND Survival_Months <= 115.00 THEN class = Leukemia Rule 1272: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months > 111.50 AND Survival_Months > 115.00 AND BMI <= 30.70 THEN class = Breast Rule 1273: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age <= 78.50 AND Survival_Months > 111.50 AND Survival_Months > 115.00 AND BMI > 30.70 THEN class = Prostate Rule 1274: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age > 78.50 AND Tumor_Size_cm <= 9.61 AND BMI <= 31.15 AND Lymph_Nodes_Examined <= 9.00 THEN class = Breast Rule 1275: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age > 78.50 AND Tumor_Size_cm <= 9.61 AND BMI <= 31.15 AND Lymph_Nodes_Examined > 9.00 THEN class = Leukemia Rule 1276: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age > 78.50 AND Tumor_Size_cm <= 9.61 AND BMI > 31.15 THEN class = Skin Rule 1277: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age > 78.50 AND Tumor_Size_cm > 9.61 AND Age <= 85.50 THEN class = Breast Rule 1278: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age > 78.50 AND Tumor_Size_cm > 9.61 AND Age > 85.50 AND BMI <= 29.30 THEN class = Lung Rule 1279: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined <= 16.50 AND Age > 78.50 AND Tumor_Size_cm > 9.61 AND Age > 85.50 AND BMI > 29.30 THEN class = Breast Rule 1280: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined > 16.50 AND Survival_Months <= 80.50 THEN class = Colon Rule 1281: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined > 16.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Examined <= 18.00 THEN class = Lung Rule 1282: IF Age > 19.50 AND Survival_Months > 51.50 AND BMI > 23.55 AND Tumor_Size_cm > 1.61 AND BMI > 25.75 AND Tumor_Size_cm > 9.12 AND Lymph_Nodes_Examined > 5.50 AND Lymph_Nodes_Examined > 16.50 AND Survival_Months > 80.50 AND Lymph_Nodes_Examined > 18.00 THEN class = Breast
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